In [107]:
from matplotlib import pyplot as plt
import networkx as nx
import pandas as pd
import numpy as np
In [108]:
df = pd.read_csv('CS143_project.csv')
df.rename(columns={'Cause of death or injury': 'cause', 'Risk factor': 'risk'}, inplace=True)
df
Out[108]:
| ID | cause | risk | |
|---|---|---|---|
| 0 | 0 | Colon and rectum cancer | Diet low in milk |
| 1 | 1 | Peripheral artery disease | High fasting plasma glucose |
| 2 | 2 | Hypertensive heart disease | Lead exposure |
| 3 | 3 | Rheumatic heart disease | High systolic blood pressure |
| 4 | 4 | Larynx cancer | Occupational carcinogens |
| 5 | 5 | Colon and rectum cancer | Diet low in calcium |
| 6 | 6 | Ovarian cancer | High fasting plasma glucose |
| 7 | 7 | Other cardiovascular and circulatory diseases | High systolic blood pressure |
| 8 | 8 | Atrial fibrillation and flutter | Lead exposure |
| 9 | 9 | Chronic kidney disease | High fasting plasma glucose |
| 10 | 10 | Hypertensive heart disease | High systolic blood pressure |
| 11 | 11 | Liver cancer | Alcohol use |
| 12 | 12 | Hypertensive heart disease | Diet high in sugar-sweetened beverages |
| 13 | 13 | Aortic aneurysm | Smoking |
| 14 | 14 | Peripheral artery disease | Lead exposure |
| 15 | 15 | Uterine cancer | High body-mass index |
| 16 | 16 | Chronic kidney disease | High body-mass index |
| 17 | 17 | Uterine cancer | Diet high in sugar-sweetened beverages |
| 18 | 18 | Stomach cancer | Smoking |
| 19 | 19 | Ischemic heart disease | Diet low in vegetables |
| 20 | 20 | Diabetes mellitus | Diet low in fruits |
| 21 | 21 | Cerebrovascular disease | High systolic blood pressure |
| 22 | 22 | Ischemic heart disease | Diet high in sugar-sweetened beverages |
| 23 | 23 | Cirrhosis and other chronic liver diseases due... | Drug use |
| 24 | 24 | Cardiomyopathy and myocarditis | Lead exposure |
| 25 | 25 | Cerebrovascular disease | Smoking |
| 26 | 26 | Nasopharynx cancer | Alcohol use |
| 27 | 27 | Aortic aneurysm | Diet high in sodium |
| 28 | 28 | Ischemic heart disease | Household air pollution from solid fuels |
| 29 | 29 | Esophageal cancer | Alcohol use |
| ... | ... | ... | ... |
| 183 | 183 | Pancreatic cancer | Smoking |
| 184 | 184 | Breast cancer | Occupational carcinogens |
| 185 | 185 | Other chronic respiratory diseases | Smoking |
| 186 | 186 | Tracheal, bronchus, and lung cancer | Diet low in fruits |
| 187 | 187 | Ischemic heart disease | High total cholesterol |
| 188 | 188 | Cerebrovascular disease | Alcohol use |
| 189 | 189 | Asthma | Smoking |
| 190 | 190 | Multiple myeloma | Diet high in sugar-sweetened beverages |
| 191 | 191 | Kidney cancer | High body-mass index |
| 192 | 192 | Cerebrovascular disease | Ambient particulate matter pollution |
| 193 | 193 | Ischemic heart disease | Diet low in whole grains |
| 194 | 194 | Other cardiovascular and circulatory diseases | Smoking |
| 195 | 195 | Peripheral artery disease | High systolic blood pressure |
| 196 | 196 | Atrial fibrillation and flutter | Diet high in sodium |
| 197 | 197 | Ischemic heart disease | Lead exposure |
| 198 | 198 | Cerebrovascular disease | Household air pollution from solid fuels |
| 199 | 199 | Cervical cancer | Smoking |
| 200 | 200 | Atrial fibrillation and flutter | Alcohol use |
| 201 | 201 | Asthma | Diet high in sugar-sweetened beverages |
| 202 | 202 | Nasopharynx cancer | Occupational carcinogens |
| 203 | 203 | Ischemic heart disease | Ambient particulate matter pollution |
| 204 | 204 | Ischemic heart disease | Impaired kidney function |
| 205 | 205 | Diabetes mellitus | Diet low in nuts and seeds |
| 206 | 206 | Cerebrovascular disease | Diet low in whole grains |
| 207 | 207 | Ischemic heart disease | Occupational carcinogens |
| 208 | 208 | Ischemic heart disease | Diet low in legumes |
| 209 | 209 | Ischemic heart disease | Diet high in sodium |
| 210 | 210 | Tracheal, bronchus, and lung cancer | Household air pollution from solid fuels |
| 211 | 211 | Tracheal, bronchus, and lung cancer | Residential radon |
| 212 | 212 | Tracheal, bronchus, and lung cancer | Occupational carcinogens |
213 rows × 3 columns
In [109]:
df = df.sort_values('risk')
In [110]:
nodes_risk = df['risk'].values.tolist()
nodes_cause = df['cause'].values.tolist()
nodes_match = [list(a) for a in zip(nodes_risk,nodes_cause)]
In [111]:
nodes_match
Out[111]:
[['Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Alcohol use', 'Nasopharynx cancer'], ['Alcohol use', 'Lip and oral cavity cancer'], ['Alcohol use', 'Diabetes mellitus'], ['Alcohol use', 'Esophageal cancer'], ['Alcohol use', 'Larynx cancer'], ['Alcohol use', 'Hypertensive heart disease'], ['Alcohol use', 'Ischemic heart disease'], ['Alcohol use', 'Breast cancer'], ['Alcohol use', 'Other pharynx cancer'], ['Alcohol use', 'Colon and rectum cancer'], ['Alcohol use', 'Liver cancer'], ['Alcohol use', 'Atrial fibrillation and flutter'], ['Alcohol use', 'Tuberculosis'], ['Alcohol use', 'Cardiomyopathy and myocarditis'], ['Alcohol use', 'Cerebrovascular disease'], ['Ambient ozone pollution', 'Chronic obstructive pulmonary disease'], ['Ambient particulate matter pollution', 'Cerebrovascular disease'], ['Ambient particulate matter pollution', 'Tracheal, bronchus, and lung cancer'], ['Ambient particulate matter pollution', 'Chronic obstructive pulmonary disease'], ['Ambient particulate matter pollution', 'Ischemic heart disease'], ['Child growth failure', 'Protein-energy malnutrition'], ['Diet high in processed meat', 'Colon and rectum cancer'], ['Diet high in processed meat', 'Ischemic heart disease'], ['Diet high in processed meat', 'Diabetes mellitus'], ['Diet high in red meat', 'Diabetes mellitus'], ['Diet high in red meat', 'Colon and rectum cancer'], ['Diet high in sodium', 'Stomach cancer'], ['Diet high in sodium', 'Ischemic heart disease'], ['Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Diet high in sodium', 'Rheumatic heart disease'], ['Diet high in sodium', 'Atrial fibrillation and flutter'], ['Diet high in sodium', 'Endocarditis'], ['Diet high in sodium', 'Chronic kidney disease'], ['Diet high in sodium', 'Cerebrovascular disease'], ['Diet high in sodium', 'Peripheral artery disease'], ['Diet high in sodium', 'Aortic aneurysm'], ['Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Diet high in sodium', 'Hypertensive heart disease'], ['Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Diet high in sugar-sweetened beverages', 'Asthma'], ['Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Diet high in sugar-sweetened beverages', 'Leukemia'], ['Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Diet high in trans fatty acids', 'Ischemic heart disease'], ['Diet low in calcium', 'Colon and rectum cancer'], ['Diet low in fiber', 'Ischemic heart disease'], ['Diet low in fiber', 'Colon and rectum cancer'], ['Diet low in fruits', 'Esophageal cancer'], ['Diet low in fruits', 'Nasopharynx cancer'], ['Diet low in fruits', 'Diabetes mellitus'], ['Diet low in fruits', 'Cerebrovascular disease'], ['Diet low in fruits', 'Larynx cancer'], ['Diet low in fruits', 'Other pharynx cancer'], ['Diet low in fruits', 'Lip and oral cavity cancer'], ['Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Diet low in fruits', 'Ischemic heart disease'], ['Diet low in legumes', 'Ischemic heart disease'], ['Diet low in milk', 'Colon and rectum cancer'], ['Diet low in nuts and seeds', 'Ischemic heart disease'], ['Diet low in nuts and seeds', 'Diabetes mellitus'], ['Diet low in polyunsaturated fatty acids', 'Ischemic heart disease'], ['Diet low in seafood omega-3 fatty acids', 'Ischemic heart disease'], ['Diet low in vegetables', 'Cerebrovascular disease'], ['Diet low in vegetables', 'Ischemic heart disease'], ['Diet low in whole grains', 'Ischemic heart disease'], ['Diet low in whole grains', 'Diabetes mellitus'], ['Diet low in whole grains', 'Cerebrovascular disease'], ['Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis C'], ['Drug use', 'Liver cancer'], ['Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis B'], ['Drug use', 'HIV/AIDS'], ['High body-mass index', 'Thyroid cancer'], ['High body-mass index', 'Multiple myeloma'], ['High body-mass index', 'Pancreatic cancer'], ['High body-mass index', 'Asthma'], ['High body-mass index', 'Liver cancer'], ['High body-mass index', 'Leukemia'], ['High body-mass index', 'Non-Hodgkin lymphoma'], ['High body-mass index', 'Ovarian cancer'], ['High body-mass index', 'Diabetes mellitus'], ['High body-mass index', 'Esophageal cancer'], ['High body-mass index', 'Hypertensive heart disease'], ['High body-mass index', 'Gallbladder and biliary tract cancer'], ['High body-mass index', 'Atrial fibrillation and flutter'], ['High body-mass index', 'Ischemic heart disease'], ['High body-mass index', 'Chronic kidney disease'], ['High body-mass index', 'Uterine cancer'], ['High body-mass index', 'Colon and rectum cancer'], ['High body-mass index', 'Cerebrovascular disease'], ['High body-mass index', 'Kidney cancer'], ['High body-mass index', 'Breast cancer'], ['High fasting plasma glucose', 'Peripheral artery disease'], ['High fasting plasma glucose', 'Cerebrovascular disease'], ['High fasting plasma glucose', 'Ovarian cancer'], ['High fasting plasma glucose', 'Chronic kidney disease'], ['High fasting plasma glucose', 'Breast cancer'], ['High fasting plasma glucose', 'Ischemic heart disease'], ['High fasting plasma glucose', 'Bladder cancer'], ['High fasting plasma glucose', 'Pancreatic cancer'], ['High fasting plasma glucose', 'Tracheal, bronchus, and lung cancer'], ['High fasting plasma glucose', 'Diabetes mellitus'], ['High fasting plasma glucose', 'Liver cancer'], ['High fasting plasma glucose', 'Colon and rectum cancer'], ['High fasting plasma glucose', 'Tuberculosis'], ['High systolic blood pressure', 'Other cardiovascular and circulatory diseases'], ['High systolic blood pressure', 'Cardiomyopathy and myocarditis'], ['High systolic blood pressure', 'Cerebrovascular disease'], ['High systolic blood pressure', 'Atrial fibrillation and flutter'], ['High systolic blood pressure', 'Hypertensive heart disease'], ['High systolic blood pressure', 'Chronic kidney disease'], ['High systolic blood pressure', 'Ischemic heart disease'], ['High systolic blood pressure', 'Peripheral artery disease'], ['High systolic blood pressure', 'Rheumatic heart disease'], ['High systolic blood pressure', 'Aortic aneurysm'], ['High systolic blood pressure', 'Endocarditis'], ['High total cholesterol', 'Cerebrovascular disease'], ['High total cholesterol', 'Ischemic heart disease'], ['Household air pollution from solid fuels', 'Chronic obstructive pulmonary disease'], ['Household air pollution from solid fuels', 'Ischemic heart disease'], ['Household air pollution from solid fuels', 'Tracheal, bronchus, and lung cancer'], ['Household air pollution from solid fuels', 'Cerebrovascular disease'], ['Impaired kidney function', 'Ischemic heart disease'], ['Impaired kidney function', 'Peripheral artery disease'], ['Impaired kidney function', 'Chronic kidney disease'], ['Impaired kidney function', 'Cerebrovascular disease'], ['Intimate partner violence', 'HIV/AIDS'], ['Iron deficiency', 'Iron-deficiency anemia'], ['Lead exposure', 'Chronic kidney disease'], ['Lead exposure', 'Atrial fibrillation and flutter'], ['Lead exposure', 'Rheumatic heart disease'], ['Lead exposure', 'Cardiomyopathy and myocarditis'], ['Lead exposure', 'Aortic aneurysm'], ['Lead exposure', 'Ischemic heart disease'], ['Lead exposure', 'Cerebrovascular disease'], ['Lead exposure', 'Peripheral artery disease'], ['Lead exposure', 'Hypertensive heart disease'], ['Lead exposure', 'Endocarditis'], ['Lead exposure', 'Other cardiovascular and circulatory diseases'], ['Low birth weight and short gestation', 'Sudden infant death syndrome'], ['Low physical activity', 'Colon and rectum cancer'], ['Low physical activity', 'Ischemic heart disease'], ['Low physical activity', 'Breast cancer'], ['Low physical activity', 'Diabetes mellitus'], ['Low physical activity', 'Cerebrovascular disease'], ['Occupational asthmagens', 'Asthma'], ['Occupational carcinogens', 'Leukemia'], ['Occupational carcinogens', 'Pneumoconiosis'], ['Occupational carcinogens', 'Ovarian cancer'], ['Occupational carcinogens', 'Mesothelioma'], ['Occupational carcinogens', 'Larynx cancer'], ['Occupational carcinogens', 'Chronic obstructive pulmonary disease'], ['Occupational carcinogens', 'Cerebrovascular disease'], ['Occupational carcinogens', 'Nasopharynx cancer'], ['Occupational carcinogens', 'Diabetes mellitus'], ['Occupational carcinogens', 'Kidney cancer'], ['Occupational carcinogens', 'Ischemic heart disease'], ['Occupational carcinogens', 'Breast cancer'], ['Occupational carcinogens', 'Tracheal, bronchus, and lung cancer'], ['Occupational particulate matter, gases, and fumes', 'Chronic obstructive pulmonary disease'], ['Occupational particulate matter, gases, and fumes', 'Pneumoconiosis'], ['Residential radon', 'Tracheal, bronchus, and lung cancer'], ['Secondhand smoke', 'Cerebrovascular disease'], ['Secondhand smoke', 'Ischemic heart disease'], ['Secondhand smoke', 'Chronic obstructive pulmonary disease'], ['Secondhand smoke', 'Diabetes mellitus'], ['Secondhand smoke', 'Tracheal, bronchus, and lung cancer'], ['Secondhand smoke', 'Breast cancer'], ['Smoking', 'Bladder cancer'], ['Smoking', 'Leukemia'], ['Smoking', 'Cervical cancer'], ['Smoking', 'Breast cancer'], ['Smoking', 'Tracheal, bronchus, and lung cancer'], ['Smoking', 'Prostate cancer'], ['Smoking', 'Larynx cancer'], ['Smoking', 'Peripheral artery disease'], ['Smoking', 'Colon and rectum cancer'], ['Smoking', 'Ischemic heart disease'], ['Smoking', 'Hypertensive heart disease'], ['Smoking', 'Liver cancer'], ['Smoking', 'Chronic obstructive pulmonary disease'], ['Smoking', 'Lip and oral cavity cancer'], ['Smoking', 'Other cardiovascular and circulatory diseases'], ['Smoking', 'Atrial fibrillation and flutter'], ['Smoking', 'Rheumatoid arthritis'], ['Smoking', 'Asthma'], ['Smoking', 'Nasopharynx cancer'], ['Smoking', 'Diabetes mellitus'], ['Smoking', 'Aortic aneurysm'], ['Smoking', 'Other chronic respiratory diseases'], ['Smoking', 'Cerebrovascular disease'], ['Smoking', 'Pancreatic cancer'], ['Smoking', 'Tuberculosis'], ['Smoking', 'Stomach cancer'], ['Smoking', 'Esophageal cancer'], ['Smoking', 'Kidney cancer'], ['Unsafe sex', 'Cervical cancer'], ['Unsafe sex', 'HIV/AIDS']]
In [112]:
# Get current size
fig_size = plt.rcParams["figure.figsize"]
# Prints: [8.0, 6.0]
print "Current size:", fig_size
# Set figure width to 12 and height to 9
fig_size[0] = 20
fig_size[1] = 50
plt.rcParams["figure.figsize"] = fig_size
Current size: [50.0, 50.0]
In [113]:
B = nx.Graph()
B.add_nodes_from(nodes_risk, bipartite=0) # Add the node attribute "bipartite"
B.add_nodes_from(nodes_cause, bipartite=1)
B.add_edges_from(nodes_match)
# Separate by group
l, r = nx.bipartite.sets(B)
pos = {}
# Update position for node from each group
pos.update((node, (1, index)) for index, node in enumerate(l))
pos.update((node, (2, index)) for index, node in enumerate(r))
nx.draw_networkx(B, pos=pos)
plt.show()
In [114]:
grp_risk = df.groupby('risk').count()
In [115]:
headers = grp_risk.dtypes.index
In [116]:
grp_risk = grp_risk.drop('ID', axis=1)
In [117]:
nx.bipartite.maximum_matching(B)
Out[117]:
{'Alcohol use': 'Cirrhosis and other chronic liver diseases due to alcohol use',
'Ambient particulate matter pollution': 'Chronic obstructive pulmonary disease',
'Asthma': 'Occupational asthmagens',
'Atrial fibrillation and flutter': 'Lead exposure',
'Bladder cancer': 'Smoking',
'Breast cancer': 'Secondhand smoke',
'Cerebrovascular disease': 'Household air pollution from solid fuels',
'Cervical cancer': 'Unsafe sex',
'Child growth failure': 'Protein-energy malnutrition',
'Chronic kidney disease': 'Diet high in sugar-sweetened beverages',
'Chronic obstructive pulmonary disease': 'Ambient particulate matter pollution',
'Cirrhosis and other chronic liver diseases due to alcohol use': 'Alcohol use',
'Colon and rectum cancer': 'Diet low in fiber',
'Diabetes mellitus': 'Low physical activity',
'Diet high in sodium': 'Other cardiovascular and circulatory diseases',
'Diet high in sugar-sweetened beverages': 'Chronic kidney disease',
'Diet low in fiber': 'Colon and rectum cancer',
'Diet low in fruits': 'Larynx cancer',
'Diet low in seafood omega-3 fatty acids': 'Ischemic heart disease',
'Drug use': 'Liver cancer',
'HIV/AIDS': 'Intimate partner violence',
'High body-mass index': 'Thyroid cancer',
'High fasting plasma glucose': 'Ovarian cancer',
'High systolic blood pressure': 'Rheumatic heart disease',
'Household air pollution from solid fuels': 'Cerebrovascular disease',
'Impaired kidney function': 'Peripheral artery disease',
'Intimate partner violence': 'HIV/AIDS',
'Iron deficiency': 'Iron-deficiency anemia',
'Iron-deficiency anemia': 'Iron deficiency',
'Ischemic heart disease': 'Diet low in seafood omega-3 fatty acids',
'Larynx cancer': 'Diet low in fruits',
'Lead exposure': 'Atrial fibrillation and flutter',
'Liver cancer': 'Drug use',
'Low birth weight and short gestation': 'Sudden infant death syndrome',
'Low physical activity': 'Diabetes mellitus',
'Nasopharynx cancer': 'Occupational carcinogens',
'Occupational asthmagens': 'Asthma',
'Occupational carcinogens': 'Nasopharynx cancer',
'Occupational particulate matter, gases, and fumes': 'Pneumoconiosis',
'Other cardiovascular and circulatory diseases': 'Diet high in sodium',
'Ovarian cancer': 'High fasting plasma glucose',
'Peripheral artery disease': 'Impaired kidney function',
'Pneumoconiosis': 'Occupational particulate matter, gases, and fumes',
'Protein-energy malnutrition': 'Child growth failure',
'Residential radon': 'Tracheal, bronchus, and lung cancer',
'Rheumatic heart disease': 'High systolic blood pressure',
'Secondhand smoke': 'Breast cancer',
'Smoking': 'Bladder cancer',
'Sudden infant death syndrome': 'Low birth weight and short gestation',
'Thyroid cancer': 'High body-mass index',
'Tracheal, bronchus, and lung cancer': 'Residential radon',
'Unsafe sex': 'Cervical cancer'}
In [118]:
# Get current size
fig_size = plt.rcParams["figure.figsize"]
# Prints: [8.0, 6.0]
print "Current size:", fig_size
# Set figure width to 12 and height to 9
fig_size[0] = 8
fig_size[1] = 12
plt.rcParams["figure.figsize"] = fig_size
Current size: [20.0, 50.0]
In [119]:
nodes_match
Out[119]:
[['Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Alcohol use', 'Nasopharynx cancer'], ['Alcohol use', 'Lip and oral cavity cancer'], ['Alcohol use', 'Diabetes mellitus'], ['Alcohol use', 'Esophageal cancer'], ['Alcohol use', 'Larynx cancer'], ['Alcohol use', 'Hypertensive heart disease'], ['Alcohol use', 'Ischemic heart disease'], ['Alcohol use', 'Breast cancer'], ['Alcohol use', 'Other pharynx cancer'], ['Alcohol use', 'Colon and rectum cancer'], ['Alcohol use', 'Liver cancer'], ['Alcohol use', 'Atrial fibrillation and flutter'], ['Alcohol use', 'Tuberculosis'], ['Alcohol use', 'Cardiomyopathy and myocarditis'], ['Alcohol use', 'Cerebrovascular disease'], ['Ambient ozone pollution', 'Chronic obstructive pulmonary disease'], ['Ambient particulate matter pollution', 'Cerebrovascular disease'], ['Ambient particulate matter pollution', 'Tracheal, bronchus, and lung cancer'], ['Ambient particulate matter pollution', 'Chronic obstructive pulmonary disease'], ['Ambient particulate matter pollution', 'Ischemic heart disease'], ['Child growth failure', 'Protein-energy malnutrition'], ['Diet high in processed meat', 'Colon and rectum cancer'], ['Diet high in processed meat', 'Ischemic heart disease'], ['Diet high in processed meat', 'Diabetes mellitus'], ['Diet high in red meat', 'Diabetes mellitus'], ['Diet high in red meat', 'Colon and rectum cancer'], ['Diet high in sodium', 'Stomach cancer'], ['Diet high in sodium', 'Ischemic heart disease'], ['Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Diet high in sodium', 'Rheumatic heart disease'], ['Diet high in sodium', 'Atrial fibrillation and flutter'], ['Diet high in sodium', 'Endocarditis'], ['Diet high in sodium', 'Chronic kidney disease'], ['Diet high in sodium', 'Cerebrovascular disease'], ['Diet high in sodium', 'Peripheral artery disease'], ['Diet high in sodium', 'Aortic aneurysm'], ['Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Diet high in sodium', 'Hypertensive heart disease'], ['Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Diet high in sugar-sweetened beverages', 'Asthma'], ['Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Diet high in sugar-sweetened beverages', 'Leukemia'], ['Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Diet high in trans fatty acids', 'Ischemic heart disease'], ['Diet low in calcium', 'Colon and rectum cancer'], ['Diet low in fiber', 'Ischemic heart disease'], ['Diet low in fiber', 'Colon and rectum cancer'], ['Diet low in fruits', 'Esophageal cancer'], ['Diet low in fruits', 'Nasopharynx cancer'], ['Diet low in fruits', 'Diabetes mellitus'], ['Diet low in fruits', 'Cerebrovascular disease'], ['Diet low in fruits', 'Larynx cancer'], ['Diet low in fruits', 'Other pharynx cancer'], ['Diet low in fruits', 'Lip and oral cavity cancer'], ['Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Diet low in fruits', 'Ischemic heart disease'], ['Diet low in legumes', 'Ischemic heart disease'], ['Diet low in milk', 'Colon and rectum cancer'], ['Diet low in nuts and seeds', 'Ischemic heart disease'], ['Diet low in nuts and seeds', 'Diabetes mellitus'], ['Diet low in polyunsaturated fatty acids', 'Ischemic heart disease'], ['Diet low in seafood omega-3 fatty acids', 'Ischemic heart disease'], ['Diet low in vegetables', 'Cerebrovascular disease'], ['Diet low in vegetables', 'Ischemic heart disease'], ['Diet low in whole grains', 'Ischemic heart disease'], ['Diet low in whole grains', 'Diabetes mellitus'], ['Diet low in whole grains', 'Cerebrovascular disease'], ['Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis C'], ['Drug use', 'Liver cancer'], ['Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis B'], ['Drug use', 'HIV/AIDS'], ['High body-mass index', 'Thyroid cancer'], ['High body-mass index', 'Multiple myeloma'], ['High body-mass index', 'Pancreatic cancer'], ['High body-mass index', 'Asthma'], ['High body-mass index', 'Liver cancer'], ['High body-mass index', 'Leukemia'], ['High body-mass index', 'Non-Hodgkin lymphoma'], ['High body-mass index', 'Ovarian cancer'], ['High body-mass index', 'Diabetes mellitus'], ['High body-mass index', 'Esophageal cancer'], ['High body-mass index', 'Hypertensive heart disease'], ['High body-mass index', 'Gallbladder and biliary tract cancer'], ['High body-mass index', 'Atrial fibrillation and flutter'], ['High body-mass index', 'Ischemic heart disease'], ['High body-mass index', 'Chronic kidney disease'], ['High body-mass index', 'Uterine cancer'], ['High body-mass index', 'Colon and rectum cancer'], ['High body-mass index', 'Cerebrovascular disease'], ['High body-mass index', 'Kidney cancer'], ['High body-mass index', 'Breast cancer'], ['High fasting plasma glucose', 'Peripheral artery disease'], ['High fasting plasma glucose', 'Cerebrovascular disease'], ['High fasting plasma glucose', 'Ovarian cancer'], ['High fasting plasma glucose', 'Chronic kidney disease'], ['High fasting plasma glucose', 'Breast cancer'], ['High fasting plasma glucose', 'Ischemic heart disease'], ['High fasting plasma glucose', 'Bladder cancer'], ['High fasting plasma glucose', 'Pancreatic cancer'], ['High fasting plasma glucose', 'Tracheal, bronchus, and lung cancer'], ['High fasting plasma glucose', 'Diabetes mellitus'], ['High fasting plasma glucose', 'Liver cancer'], ['High fasting plasma glucose', 'Colon and rectum cancer'], ['High fasting plasma glucose', 'Tuberculosis'], ['High systolic blood pressure', 'Other cardiovascular and circulatory diseases'], ['High systolic blood pressure', 'Cardiomyopathy and myocarditis'], ['High systolic blood pressure', 'Cerebrovascular disease'], ['High systolic blood pressure', 'Atrial fibrillation and flutter'], ['High systolic blood pressure', 'Hypertensive heart disease'], ['High systolic blood pressure', 'Chronic kidney disease'], ['High systolic blood pressure', 'Ischemic heart disease'], ['High systolic blood pressure', 'Peripheral artery disease'], ['High systolic blood pressure', 'Rheumatic heart disease'], ['High systolic blood pressure', 'Aortic aneurysm'], ['High systolic blood pressure', 'Endocarditis'], ['High total cholesterol', 'Cerebrovascular disease'], ['High total cholesterol', 'Ischemic heart disease'], ['Household air pollution from solid fuels', 'Chronic obstructive pulmonary disease'], ['Household air pollution from solid fuels', 'Ischemic heart disease'], ['Household air pollution from solid fuels', 'Tracheal, bronchus, and lung cancer'], ['Household air pollution from solid fuels', 'Cerebrovascular disease'], ['Impaired kidney function', 'Ischemic heart disease'], ['Impaired kidney function', 'Peripheral artery disease'], ['Impaired kidney function', 'Chronic kidney disease'], ['Impaired kidney function', 'Cerebrovascular disease'], ['Intimate partner violence', 'HIV/AIDS'], ['Iron deficiency', 'Iron-deficiency anemia'], ['Lead exposure', 'Chronic kidney disease'], ['Lead exposure', 'Atrial fibrillation and flutter'], ['Lead exposure', 'Rheumatic heart disease'], ['Lead exposure', 'Cardiomyopathy and myocarditis'], ['Lead exposure', 'Aortic aneurysm'], ['Lead exposure', 'Ischemic heart disease'], ['Lead exposure', 'Cerebrovascular disease'], ['Lead exposure', 'Peripheral artery disease'], ['Lead exposure', 'Hypertensive heart disease'], ['Lead exposure', 'Endocarditis'], ['Lead exposure', 'Other cardiovascular and circulatory diseases'], ['Low birth weight and short gestation', 'Sudden infant death syndrome'], ['Low physical activity', 'Colon and rectum cancer'], ['Low physical activity', 'Ischemic heart disease'], ['Low physical activity', 'Breast cancer'], ['Low physical activity', 'Diabetes mellitus'], ['Low physical activity', 'Cerebrovascular disease'], ['Occupational asthmagens', 'Asthma'], ['Occupational carcinogens', 'Leukemia'], ['Occupational carcinogens', 'Pneumoconiosis'], ['Occupational carcinogens', 'Ovarian cancer'], ['Occupational carcinogens', 'Mesothelioma'], ['Occupational carcinogens', 'Larynx cancer'], ['Occupational carcinogens', 'Chronic obstructive pulmonary disease'], ['Occupational carcinogens', 'Cerebrovascular disease'], ['Occupational carcinogens', 'Nasopharynx cancer'], ['Occupational carcinogens', 'Diabetes mellitus'], ['Occupational carcinogens', 'Kidney cancer'], ['Occupational carcinogens', 'Ischemic heart disease'], ['Occupational carcinogens', 'Breast cancer'], ['Occupational carcinogens', 'Tracheal, bronchus, and lung cancer'], ['Occupational particulate matter, gases, and fumes', 'Chronic obstructive pulmonary disease'], ['Occupational particulate matter, gases, and fumes', 'Pneumoconiosis'], ['Residential radon', 'Tracheal, bronchus, and lung cancer'], ['Secondhand smoke', 'Cerebrovascular disease'], ['Secondhand smoke', 'Ischemic heart disease'], ['Secondhand smoke', 'Chronic obstructive pulmonary disease'], ['Secondhand smoke', 'Diabetes mellitus'], ['Secondhand smoke', 'Tracheal, bronchus, and lung cancer'], ['Secondhand smoke', 'Breast cancer'], ['Smoking', 'Bladder cancer'], ['Smoking', 'Leukemia'], ['Smoking', 'Cervical cancer'], ['Smoking', 'Breast cancer'], ['Smoking', 'Tracheal, bronchus, and lung cancer'], ['Smoking', 'Prostate cancer'], ['Smoking', 'Larynx cancer'], ['Smoking', 'Peripheral artery disease'], ['Smoking', 'Colon and rectum cancer'], ['Smoking', 'Ischemic heart disease'], ['Smoking', 'Hypertensive heart disease'], ['Smoking', 'Liver cancer'], ['Smoking', 'Chronic obstructive pulmonary disease'], ['Smoking', 'Lip and oral cavity cancer'], ['Smoking', 'Other cardiovascular and circulatory diseases'], ['Smoking', 'Atrial fibrillation and flutter'], ['Smoking', 'Rheumatoid arthritis'], ['Smoking', 'Asthma'], ['Smoking', 'Nasopharynx cancer'], ['Smoking', 'Diabetes mellitus'], ['Smoking', 'Aortic aneurysm'], ['Smoking', 'Other chronic respiratory diseases'], ['Smoking', 'Cerebrovascular disease'], ['Smoking', 'Pancreatic cancer'], ['Smoking', 'Tuberculosis'], ['Smoking', 'Stomach cancer'], ['Smoking', 'Esophageal cancer'], ['Smoking', 'Kidney cancer'], ['Unsafe sex', 'Cervical cancer'], ['Unsafe sex', 'HIV/AIDS']]
In [120]:
unique_risk = list(sorted(set(nodes_risk)))
len(unique_risk)
Out[120]:
38
In [121]:
len(nodes_risk)
Out[121]:
213
In [122]:
grp_risk.rename(columns={'cause': 'count'}, inplace=True)
grp_risk
Out[122]:
| count | |
|---|---|
| risk | |
| Alcohol use | 16 |
| Ambient ozone pollution | 1 |
| Ambient particulate matter pollution | 4 |
| Child growth failure | 1 |
| Diet high in processed meat | 3 |
| Diet high in red meat | 2 |
| Diet high in sodium | 12 |
| Diet high in sugar-sweetened beverages | 20 |
| Diet high in trans fatty acids | 1 |
| Diet low in calcium | 1 |
| Diet low in fiber | 2 |
| Diet low in fruits | 9 |
| Diet low in legumes | 1 |
| Diet low in milk | 1 |
| Diet low in nuts and seeds | 2 |
| Diet low in polyunsaturated fatty acids | 1 |
| Diet low in seafood omega-3 fatty acids | 1 |
| Diet low in vegetables | 2 |
| Diet low in whole grains | 3 |
| Drug use | 4 |
| High body-mass index | 20 |
| High fasting plasma glucose | 13 |
| High systolic blood pressure | 11 |
| High total cholesterol | 2 |
| Household air pollution from solid fuels | 4 |
| Impaired kidney function | 4 |
| Intimate partner violence | 1 |
| Iron deficiency | 1 |
| Lead exposure | 11 |
| Low birth weight and short gestation | 1 |
| Low physical activity | 5 |
| Occupational asthmagens | 1 |
| Occupational carcinogens | 13 |
| Occupational particulate matter, gases, and fumes | 2 |
| Residential radon | 1 |
| Secondhand smoke | 6 |
| Smoking | 28 |
| Unsafe sex | 2 |
In [123]:
count_list = grp_risk['count'].tolist()
count_list = map(int, count_list)
In [124]:
src_dest = []
for i in range(len(nodes_match)):
for j in range(len(nodes_match)):
if i != j and j+1 < len(nodes_match):
if nodes_match[i][0] == nodes_match[j][0]:
src_dest.append([nodes_match[i][1],nodes_match[i][0],nodes_match[j][1]])
In [125]:
src_dest
Out[125]:
[['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Nasopharynx cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Lip and oral cavity cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Diabetes mellitus'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Esophageal cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Larynx cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Hypertensive heart disease'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Ischemic heart disease'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Breast cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Other pharynx cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Colon and rectum cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Liver cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Tuberculosis'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Alcohol use', 'Cerebrovascular disease'], ['Nasopharynx cancer', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Nasopharynx cancer', 'Alcohol use', 'Lip and oral cavity cancer'], ['Nasopharynx cancer', 'Alcohol use', 'Diabetes mellitus'], ['Nasopharynx cancer', 'Alcohol use', 'Esophageal cancer'], ['Nasopharynx cancer', 'Alcohol use', 'Larynx cancer'], ['Nasopharynx cancer', 'Alcohol use', 'Hypertensive heart disease'], ['Nasopharynx cancer', 'Alcohol use', 'Ischemic heart disease'], ['Nasopharynx cancer', 'Alcohol use', 'Breast cancer'], ['Nasopharynx cancer', 'Alcohol use', 'Other pharynx cancer'], ['Nasopharynx cancer', 'Alcohol use', 'Colon and rectum cancer'], ['Nasopharynx cancer', 'Alcohol use', 'Liver cancer'], ['Nasopharynx cancer', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Nasopharynx cancer', 'Alcohol use', 'Tuberculosis'], ['Nasopharynx cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Nasopharynx cancer', 'Alcohol use', 'Cerebrovascular disease'], ['Lip and oral cavity cancer', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Lip and oral cavity cancer', 'Alcohol use', 'Nasopharynx cancer'], ['Lip and oral cavity cancer', 'Alcohol use', 'Diabetes mellitus'], ['Lip and oral cavity cancer', 'Alcohol use', 'Esophageal cancer'], ['Lip and oral cavity cancer', 'Alcohol use', 'Larynx cancer'], ['Lip and oral cavity cancer', 'Alcohol use', 'Hypertensive heart disease'], ['Lip and oral cavity cancer', 'Alcohol use', 'Ischemic heart disease'], ['Lip and oral cavity cancer', 'Alcohol use', 'Breast cancer'], ['Lip and oral cavity cancer', 'Alcohol use', 'Other pharynx cancer'], ['Lip and oral cavity cancer', 'Alcohol use', 'Colon and rectum cancer'], ['Lip and oral cavity cancer', 'Alcohol use', 'Liver cancer'], ['Lip and oral cavity cancer', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Lip and oral cavity cancer', 'Alcohol use', 'Tuberculosis'], ['Lip and oral cavity cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Lip and oral cavity cancer', 'Alcohol use', 'Cerebrovascular disease'], ['Diabetes mellitus', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Diabetes mellitus', 'Alcohol use', 'Nasopharynx cancer'], ['Diabetes mellitus', 'Alcohol use', 'Lip and oral cavity cancer'], ['Diabetes mellitus', 'Alcohol use', 'Esophageal cancer'], ['Diabetes mellitus', 'Alcohol use', 'Larynx cancer'], ['Diabetes mellitus', 'Alcohol use', 'Hypertensive heart disease'], ['Diabetes mellitus', 'Alcohol use', 'Ischemic heart disease'], ['Diabetes mellitus', 'Alcohol use', 'Breast cancer'], ['Diabetes mellitus', 'Alcohol use', 'Other pharynx cancer'], ['Diabetes mellitus', 'Alcohol use', 'Colon and rectum cancer'], ['Diabetes mellitus', 'Alcohol use', 'Liver cancer'], ['Diabetes mellitus', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Diabetes mellitus', 'Alcohol use', 'Tuberculosis'], ['Diabetes mellitus', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Diabetes mellitus', 'Alcohol use', 'Cerebrovascular disease'], ['Esophageal cancer', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Esophageal cancer', 'Alcohol use', 'Nasopharynx cancer'], ['Esophageal cancer', 'Alcohol use', 'Lip and oral cavity cancer'], ['Esophageal cancer', 'Alcohol use', 'Diabetes mellitus'], ['Esophageal cancer', 'Alcohol use', 'Larynx cancer'], ['Esophageal cancer', 'Alcohol use', 'Hypertensive heart disease'], ['Esophageal cancer', 'Alcohol use', 'Ischemic heart disease'], ['Esophageal cancer', 'Alcohol use', 'Breast cancer'], ['Esophageal cancer', 'Alcohol use', 'Other pharynx cancer'], ['Esophageal cancer', 'Alcohol use', 'Colon and rectum cancer'], ['Esophageal cancer', 'Alcohol use', 'Liver cancer'], ['Esophageal cancer', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Esophageal cancer', 'Alcohol use', 'Tuberculosis'], ['Esophageal cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Esophageal cancer', 'Alcohol use', 'Cerebrovascular disease'], ['Larynx cancer', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Larynx cancer', 'Alcohol use', 'Nasopharynx cancer'], ['Larynx cancer', 'Alcohol use', 'Lip and oral cavity cancer'], ['Larynx cancer', 'Alcohol use', 'Diabetes mellitus'], ['Larynx cancer', 'Alcohol use', 'Esophageal cancer'], ['Larynx cancer', 'Alcohol use', 'Hypertensive heart disease'], ['Larynx cancer', 'Alcohol use', 'Ischemic heart disease'], ['Larynx cancer', 'Alcohol use', 'Breast cancer'], ['Larynx cancer', 'Alcohol use', 'Other pharynx cancer'], ['Larynx cancer', 'Alcohol use', 'Colon and rectum cancer'], ['Larynx cancer', 'Alcohol use', 'Liver cancer'], ['Larynx cancer', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Larynx cancer', 'Alcohol use', 'Tuberculosis'], ['Larynx cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Larynx cancer', 'Alcohol use', 'Cerebrovascular disease'], ['Hypertensive heart disease', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Hypertensive heart disease', 'Alcohol use', 'Nasopharynx cancer'], ['Hypertensive heart disease', 'Alcohol use', 'Lip and oral cavity cancer'], ['Hypertensive heart disease', 'Alcohol use', 'Diabetes mellitus'], ['Hypertensive heart disease', 'Alcohol use', 'Esophageal cancer'], ['Hypertensive heart disease', 'Alcohol use', 'Larynx cancer'], ['Hypertensive heart disease', 'Alcohol use', 'Ischemic heart disease'], ['Hypertensive heart disease', 'Alcohol use', 'Breast cancer'], ['Hypertensive heart disease', 'Alcohol use', 'Other pharynx cancer'], ['Hypertensive heart disease', 'Alcohol use', 'Colon and rectum cancer'], ['Hypertensive heart disease', 'Alcohol use', 'Liver cancer'], ['Hypertensive heart disease', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Hypertensive heart disease', 'Alcohol use', 'Tuberculosis'], ['Hypertensive heart disease', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Hypertensive heart disease', 'Alcohol use', 'Cerebrovascular disease'], ['Ischemic heart disease', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Ischemic heart disease', 'Alcohol use', 'Nasopharynx cancer'], ['Ischemic heart disease', 'Alcohol use', 'Lip and oral cavity cancer'], ['Ischemic heart disease', 'Alcohol use', 'Diabetes mellitus'], ['Ischemic heart disease', 'Alcohol use', 'Esophageal cancer'], ['Ischemic heart disease', 'Alcohol use', 'Larynx cancer'], ['Ischemic heart disease', 'Alcohol use', 'Hypertensive heart disease'], ['Ischemic heart disease', 'Alcohol use', 'Breast cancer'], ['Ischemic heart disease', 'Alcohol use', 'Other pharynx cancer'], ['Ischemic heart disease', 'Alcohol use', 'Colon and rectum cancer'], ['Ischemic heart disease', 'Alcohol use', 'Liver cancer'], ['Ischemic heart disease', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Ischemic heart disease', 'Alcohol use', 'Tuberculosis'], ['Ischemic heart disease', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Ischemic heart disease', 'Alcohol use', 'Cerebrovascular disease'], ['Breast cancer', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Breast cancer', 'Alcohol use', 'Nasopharynx cancer'], ['Breast cancer', 'Alcohol use', 'Lip and oral cavity cancer'], ['Breast cancer', 'Alcohol use', 'Diabetes mellitus'], ['Breast cancer', 'Alcohol use', 'Esophageal cancer'], ['Breast cancer', 'Alcohol use', 'Larynx cancer'], ['Breast cancer', 'Alcohol use', 'Hypertensive heart disease'], ['Breast cancer', 'Alcohol use', 'Ischemic heart disease'], ['Breast cancer', 'Alcohol use', 'Other pharynx cancer'], ['Breast cancer', 'Alcohol use', 'Colon and rectum cancer'], ['Breast cancer', 'Alcohol use', 'Liver cancer'], ['Breast cancer', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Breast cancer', 'Alcohol use', 'Tuberculosis'], ['Breast cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Breast cancer', 'Alcohol use', 'Cerebrovascular disease'], ['Other pharynx cancer', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Other pharynx cancer', 'Alcohol use', 'Nasopharynx cancer'], ['Other pharynx cancer', 'Alcohol use', 'Lip and oral cavity cancer'], ['Other pharynx cancer', 'Alcohol use', 'Diabetes mellitus'], ['Other pharynx cancer', 'Alcohol use', 'Esophageal cancer'], ['Other pharynx cancer', 'Alcohol use', 'Larynx cancer'], ['Other pharynx cancer', 'Alcohol use', 'Hypertensive heart disease'], ['Other pharynx cancer', 'Alcohol use', 'Ischemic heart disease'], ['Other pharynx cancer', 'Alcohol use', 'Breast cancer'], ['Other pharynx cancer', 'Alcohol use', 'Colon and rectum cancer'], ['Other pharynx cancer', 'Alcohol use', 'Liver cancer'], ['Other pharynx cancer', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Other pharynx cancer', 'Alcohol use', 'Tuberculosis'], ['Other pharynx cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Other pharynx cancer', 'Alcohol use', 'Cerebrovascular disease'], ['Colon and rectum cancer', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Colon and rectum cancer', 'Alcohol use', 'Nasopharynx cancer'], ['Colon and rectum cancer', 'Alcohol use', 'Lip and oral cavity cancer'], ['Colon and rectum cancer', 'Alcohol use', 'Diabetes mellitus'], ['Colon and rectum cancer', 'Alcohol use', 'Esophageal cancer'], ['Colon and rectum cancer', 'Alcohol use', 'Larynx cancer'], ['Colon and rectum cancer', 'Alcohol use', 'Hypertensive heart disease'], ['Colon and rectum cancer', 'Alcohol use', 'Ischemic heart disease'], ['Colon and rectum cancer', 'Alcohol use', 'Breast cancer'], ['Colon and rectum cancer', 'Alcohol use', 'Other pharynx cancer'], ['Colon and rectum cancer', 'Alcohol use', 'Liver cancer'], ['Colon and rectum cancer', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Colon and rectum cancer', 'Alcohol use', 'Tuberculosis'], ['Colon and rectum cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Colon and rectum cancer', 'Alcohol use', 'Cerebrovascular disease'], ['Liver cancer', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Liver cancer', 'Alcohol use', 'Nasopharynx cancer'], ['Liver cancer', 'Alcohol use', 'Lip and oral cavity cancer'], ['Liver cancer', 'Alcohol use', 'Diabetes mellitus'], ['Liver cancer', 'Alcohol use', 'Esophageal cancer'], ['Liver cancer', 'Alcohol use', 'Larynx cancer'], ['Liver cancer', 'Alcohol use', 'Hypertensive heart disease'], ['Liver cancer', 'Alcohol use', 'Ischemic heart disease'], ['Liver cancer', 'Alcohol use', 'Breast cancer'], ['Liver cancer', 'Alcohol use', 'Other pharynx cancer'], ['Liver cancer', 'Alcohol use', 'Colon and rectum cancer'], ['Liver cancer', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Liver cancer', 'Alcohol use', 'Tuberculosis'], ['Liver cancer', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Liver cancer', 'Alcohol use', 'Cerebrovascular disease'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Nasopharynx cancer'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Lip and oral cavity cancer'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Diabetes mellitus'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Esophageal cancer'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Larynx cancer'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Hypertensive heart disease'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Ischemic heart disease'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Breast cancer'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Other pharynx cancer'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Colon and rectum cancer'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Liver cancer'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Tuberculosis'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Atrial fibrillation and flutter', 'Alcohol use', 'Cerebrovascular disease'], ['Tuberculosis', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Tuberculosis', 'Alcohol use', 'Nasopharynx cancer'], ['Tuberculosis', 'Alcohol use', 'Lip and oral cavity cancer'], ['Tuberculosis', 'Alcohol use', 'Diabetes mellitus'], ['Tuberculosis', 'Alcohol use', 'Esophageal cancer'], ['Tuberculosis', 'Alcohol use', 'Larynx cancer'], ['Tuberculosis', 'Alcohol use', 'Hypertensive heart disease'], ['Tuberculosis', 'Alcohol use', 'Ischemic heart disease'], ['Tuberculosis', 'Alcohol use', 'Breast cancer'], ['Tuberculosis', 'Alcohol use', 'Other pharynx cancer'], ['Tuberculosis', 'Alcohol use', 'Colon and rectum cancer'], ['Tuberculosis', 'Alcohol use', 'Liver cancer'], ['Tuberculosis', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Tuberculosis', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Tuberculosis', 'Alcohol use', 'Cerebrovascular disease'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Nasopharynx cancer'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Lip and oral cavity cancer'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Diabetes mellitus'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Esophageal cancer'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Larynx cancer'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Hypertensive heart disease'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Ischemic heart disease'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Breast cancer'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Other pharynx cancer'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Colon and rectum cancer'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Liver cancer'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Tuberculosis'], ['Cardiomyopathy and myocarditis', 'Alcohol use', 'Cerebrovascular disease'], ['Cerebrovascular disease', 'Alcohol use', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Cerebrovascular disease', 'Alcohol use', 'Nasopharynx cancer'], ['Cerebrovascular disease', 'Alcohol use', 'Lip and oral cavity cancer'], ['Cerebrovascular disease', 'Alcohol use', 'Diabetes mellitus'], ['Cerebrovascular disease', 'Alcohol use', 'Esophageal cancer'], ['Cerebrovascular disease', 'Alcohol use', 'Larynx cancer'], ['Cerebrovascular disease', 'Alcohol use', 'Hypertensive heart disease'], ['Cerebrovascular disease', 'Alcohol use', 'Ischemic heart disease'], ['Cerebrovascular disease', 'Alcohol use', 'Breast cancer'], ['Cerebrovascular disease', 'Alcohol use', 'Other pharynx cancer'], ['Cerebrovascular disease', 'Alcohol use', 'Colon and rectum cancer'], ['Cerebrovascular disease', 'Alcohol use', 'Liver cancer'], ['Cerebrovascular disease', 'Alcohol use', 'Atrial fibrillation and flutter'], ['Cerebrovascular disease', 'Alcohol use', 'Tuberculosis'], ['Cerebrovascular disease', 'Alcohol use', 'Cardiomyopathy and myocarditis'], ['Cerebrovascular disease', 'Ambient particulate matter pollution', 'Tracheal, bronchus, and lung cancer'], ['Cerebrovascular disease', 'Ambient particulate matter pollution', 'Chronic obstructive pulmonary disease'], ['Cerebrovascular disease', 'Ambient particulate matter pollution', 'Ischemic heart disease'], ['Tracheal, bronchus, and lung cancer', 'Ambient particulate matter pollution', 'Cerebrovascular disease'], ['Tracheal, bronchus, and lung cancer', 'Ambient particulate matter pollution', 'Chronic obstructive pulmonary disease'], ['Tracheal, bronchus, and lung cancer', 'Ambient particulate matter pollution', 'Ischemic heart disease'], ['Chronic obstructive pulmonary disease', 'Ambient particulate matter pollution', 'Cerebrovascular disease'], ['Chronic obstructive pulmonary disease', 'Ambient particulate matter pollution', 'Tracheal, bronchus, and lung cancer'], ['Chronic obstructive pulmonary disease', 'Ambient particulate matter pollution', 'Ischemic heart disease'], ['Ischemic heart disease', 'Ambient particulate matter pollution', 'Cerebrovascular disease'], ['Ischemic heart disease', 'Ambient particulate matter pollution', 'Tracheal, bronchus, and lung cancer'], ['Ischemic heart disease', 'Ambient particulate matter pollution', 'Chronic obstructive pulmonary disease'], ['Colon and rectum cancer', 'Diet high in processed meat', 'Ischemic heart disease'], ['Colon and rectum cancer', 'Diet high in processed meat', 'Diabetes mellitus'], ['Ischemic heart disease', 'Diet high in processed meat', 'Colon and rectum cancer'], ['Ischemic heart disease', 'Diet high in processed meat', 'Diabetes mellitus'], ['Diabetes mellitus', 'Diet high in processed meat', 'Colon and rectum cancer'], ['Diabetes mellitus', 'Diet high in processed meat', 'Ischemic heart disease'], ['Diabetes mellitus', 'Diet high in red meat', 'Colon and rectum cancer'], ['Colon and rectum cancer', 'Diet high in red meat', 'Diabetes mellitus'], ['Stomach cancer', 'Diet high in sodium', 'Ischemic heart disease'], ['Stomach cancer', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Stomach cancer', 'Diet high in sodium', 'Rheumatic heart disease'], ['Stomach cancer', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Stomach cancer', 'Diet high in sodium', 'Endocarditis'], ['Stomach cancer', 'Diet high in sodium', 'Chronic kidney disease'], ['Stomach cancer', 'Diet high in sodium', 'Cerebrovascular disease'], ['Stomach cancer', 'Diet high in sodium', 'Peripheral artery disease'], ['Stomach cancer', 'Diet high in sodium', 'Aortic aneurysm'], ['Stomach cancer', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Stomach cancer', 'Diet high in sodium', 'Hypertensive heart disease'], ['Ischemic heart disease', 'Diet high in sodium', 'Stomach cancer'], ['Ischemic heart disease', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Ischemic heart disease', 'Diet high in sodium', 'Rheumatic heart disease'], ['Ischemic heart disease', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Ischemic heart disease', 'Diet high in sodium', 'Endocarditis'], ['Ischemic heart disease', 'Diet high in sodium', 'Chronic kidney disease'], ['Ischemic heart disease', 'Diet high in sodium', 'Cerebrovascular disease'], ['Ischemic heart disease', 'Diet high in sodium', 'Peripheral artery disease'], ['Ischemic heart disease', 'Diet high in sodium', 'Aortic aneurysm'], ['Ischemic heart disease', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Ischemic heart disease', 'Diet high in sodium', 'Hypertensive heart disease'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Stomach cancer'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Ischemic heart disease'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Rheumatic heart disease'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Endocarditis'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Chronic kidney disease'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Cerebrovascular disease'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Peripheral artery disease'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Aortic aneurysm'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Cardiomyopathy and myocarditis', 'Diet high in sodium', 'Hypertensive heart disease'], ['Rheumatic heart disease', 'Diet high in sodium', 'Stomach cancer'], ['Rheumatic heart disease', 'Diet high in sodium', 'Ischemic heart disease'], ['Rheumatic heart disease', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Rheumatic heart disease', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Rheumatic heart disease', 'Diet high in sodium', 'Endocarditis'], ['Rheumatic heart disease', 'Diet high in sodium', 'Chronic kidney disease'], ['Rheumatic heart disease', 'Diet high in sodium', 'Cerebrovascular disease'], ['Rheumatic heart disease', 'Diet high in sodium', 'Peripheral artery disease'], ['Rheumatic heart disease', 'Diet high in sodium', 'Aortic aneurysm'], ['Rheumatic heart disease', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Rheumatic heart disease', 'Diet high in sodium', 'Hypertensive heart disease'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Stomach cancer'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Ischemic heart disease'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Rheumatic heart disease'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Endocarditis'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Chronic kidney disease'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Cerebrovascular disease'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Peripheral artery disease'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Aortic aneurysm'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Atrial fibrillation and flutter', 'Diet high in sodium', 'Hypertensive heart disease'], ['Endocarditis', 'Diet high in sodium', 'Stomach cancer'], ['Endocarditis', 'Diet high in sodium', 'Ischemic heart disease'], ['Endocarditis', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Endocarditis', 'Diet high in sodium', 'Rheumatic heart disease'], ['Endocarditis', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Endocarditis', 'Diet high in sodium', 'Chronic kidney disease'], ['Endocarditis', 'Diet high in sodium', 'Cerebrovascular disease'], ['Endocarditis', 'Diet high in sodium', 'Peripheral artery disease'], ['Endocarditis', 'Diet high in sodium', 'Aortic aneurysm'], ['Endocarditis', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Endocarditis', 'Diet high in sodium', 'Hypertensive heart disease'], ['Chronic kidney disease', 'Diet high in sodium', 'Stomach cancer'], ['Chronic kidney disease', 'Diet high in sodium', 'Ischemic heart disease'], ['Chronic kidney disease', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Chronic kidney disease', 'Diet high in sodium', 'Rheumatic heart disease'], ['Chronic kidney disease', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Chronic kidney disease', 'Diet high in sodium', 'Endocarditis'], ['Chronic kidney disease', 'Diet high in sodium', 'Cerebrovascular disease'], ['Chronic kidney disease', 'Diet high in sodium', 'Peripheral artery disease'], ['Chronic kidney disease', 'Diet high in sodium', 'Aortic aneurysm'], ['Chronic kidney disease', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Chronic kidney disease', 'Diet high in sodium', 'Hypertensive heart disease'], ['Cerebrovascular disease', 'Diet high in sodium', 'Stomach cancer'], ['Cerebrovascular disease', 'Diet high in sodium', 'Ischemic heart disease'], ['Cerebrovascular disease', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Cerebrovascular disease', 'Diet high in sodium', 'Rheumatic heart disease'], ['Cerebrovascular disease', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Cerebrovascular disease', 'Diet high in sodium', 'Endocarditis'], ['Cerebrovascular disease', 'Diet high in sodium', 'Chronic kidney disease'], ['Cerebrovascular disease', 'Diet high in sodium', 'Peripheral artery disease'], ['Cerebrovascular disease', 'Diet high in sodium', 'Aortic aneurysm'], ['Cerebrovascular disease', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Cerebrovascular disease', 'Diet high in sodium', 'Hypertensive heart disease'], ['Peripheral artery disease', 'Diet high in sodium', 'Stomach cancer'], ['Peripheral artery disease', 'Diet high in sodium', 'Ischemic heart disease'], ['Peripheral artery disease', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Peripheral artery disease', 'Diet high in sodium', 'Rheumatic heart disease'], ['Peripheral artery disease', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Peripheral artery disease', 'Diet high in sodium', 'Endocarditis'], ['Peripheral artery disease', 'Diet high in sodium', 'Chronic kidney disease'], ['Peripheral artery disease', 'Diet high in sodium', 'Cerebrovascular disease'], ['Peripheral artery disease', 'Diet high in sodium', 'Aortic aneurysm'], ['Peripheral artery disease', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Peripheral artery disease', 'Diet high in sodium', 'Hypertensive heart disease'], ['Aortic aneurysm', 'Diet high in sodium', 'Stomach cancer'], ['Aortic aneurysm', 'Diet high in sodium', 'Ischemic heart disease'], ['Aortic aneurysm', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Aortic aneurysm', 'Diet high in sodium', 'Rheumatic heart disease'], ['Aortic aneurysm', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Aortic aneurysm', 'Diet high in sodium', 'Endocarditis'], ['Aortic aneurysm', 'Diet high in sodium', 'Chronic kidney disease'], ['Aortic aneurysm', 'Diet high in sodium', 'Cerebrovascular disease'], ['Aortic aneurysm', 'Diet high in sodium', 'Peripheral artery disease'], ['Aortic aneurysm', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Aortic aneurysm', 'Diet high in sodium', 'Hypertensive heart disease'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Stomach cancer'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Ischemic heart disease'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Rheumatic heart disease'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Endocarditis'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Chronic kidney disease'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Cerebrovascular disease'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Peripheral artery disease'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Aortic aneurysm'], ['Other cardiovascular and circulatory diseases', 'Diet high in sodium', 'Hypertensive heart disease'], ['Hypertensive heart disease', 'Diet high in sodium', 'Stomach cancer'], ['Hypertensive heart disease', 'Diet high in sodium', 'Ischemic heart disease'], ['Hypertensive heart disease', 'Diet high in sodium', 'Cardiomyopathy and myocarditis'], ['Hypertensive heart disease', 'Diet high in sodium', 'Rheumatic heart disease'], ['Hypertensive heart disease', 'Diet high in sodium', 'Atrial fibrillation and flutter'], ['Hypertensive heart disease', 'Diet high in sodium', 'Endocarditis'], ['Hypertensive heart disease', 'Diet high in sodium', 'Chronic kidney disease'], ['Hypertensive heart disease', 'Diet high in sodium', 'Cerebrovascular disease'], ['Hypertensive heart disease', 'Diet high in sodium', 'Peripheral artery disease'], ['Hypertensive heart disease', 'Diet high in sodium', 'Aortic aneurysm'], ['Hypertensive heart disease', 'Diet high in sodium', 'Other cardiovascular and circulatory diseases'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Liver cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Cerebrovascular disease', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Kidney cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Thyroid cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Atrial fibrillation and flutter', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Non-Hodgkin lymphoma', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Ovarian cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Asthma', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Multiple myeloma', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Hypertensive heart disease', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Uterine cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Pancreatic cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Ischemic heart disease', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Gallbladder and biliary tract cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Diabetes mellitus', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Chronic kidney disease', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Leukemia', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Breast cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Colon and rectum cancer', 'Diet high in sugar-sweetened beverages', 'Esophageal cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Liver cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Cerebrovascular disease'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Kidney cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Thyroid cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Atrial fibrillation and flutter'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Non-Hodgkin lymphoma'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Ovarian cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Asthma'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Multiple myeloma'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Hypertensive heart disease'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Uterine cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Pancreatic cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Ischemic heart disease'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Gallbladder and biliary tract cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Diabetes mellitus'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Chronic kidney disease'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Leukemia'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Breast cancer'], ['Esophageal cancer', 'Diet high in sugar-sweetened beverages', 'Colon and rectum cancer'], ['Ischemic heart disease', 'Diet low in fiber', 'Colon and rectum cancer'], ['Colon and rectum cancer', 'Diet low in fiber', 'Ischemic heart disease'], ['Esophageal cancer', 'Diet low in fruits', 'Nasopharynx cancer'], ['Esophageal cancer', 'Diet low in fruits', 'Diabetes mellitus'], ['Esophageal cancer', 'Diet low in fruits', 'Cerebrovascular disease'], ['Esophageal cancer', 'Diet low in fruits', 'Larynx cancer'], ['Esophageal cancer', 'Diet low in fruits', 'Other pharynx cancer'], ['Esophageal cancer', 'Diet low in fruits', 'Lip and oral cavity cancer'], ['Esophageal cancer', 'Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Esophageal cancer', 'Diet low in fruits', 'Ischemic heart disease'], ['Nasopharynx cancer', 'Diet low in fruits', 'Esophageal cancer'], ['Nasopharynx cancer', 'Diet low in fruits', 'Diabetes mellitus'], ['Nasopharynx cancer', 'Diet low in fruits', 'Cerebrovascular disease'], ['Nasopharynx cancer', 'Diet low in fruits', 'Larynx cancer'], ['Nasopharynx cancer', 'Diet low in fruits', 'Other pharynx cancer'], ['Nasopharynx cancer', 'Diet low in fruits', 'Lip and oral cavity cancer'], ['Nasopharynx cancer', 'Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Nasopharynx cancer', 'Diet low in fruits', 'Ischemic heart disease'], ['Diabetes mellitus', 'Diet low in fruits', 'Esophageal cancer'], ['Diabetes mellitus', 'Diet low in fruits', 'Nasopharynx cancer'], ['Diabetes mellitus', 'Diet low in fruits', 'Cerebrovascular disease'], ['Diabetes mellitus', 'Diet low in fruits', 'Larynx cancer'], ['Diabetes mellitus', 'Diet low in fruits', 'Other pharynx cancer'], ['Diabetes mellitus', 'Diet low in fruits', 'Lip and oral cavity cancer'], ['Diabetes mellitus', 'Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Diabetes mellitus', 'Diet low in fruits', 'Ischemic heart disease'], ['Cerebrovascular disease', 'Diet low in fruits', 'Esophageal cancer'], ['Cerebrovascular disease', 'Diet low in fruits', 'Nasopharynx cancer'], ['Cerebrovascular disease', 'Diet low in fruits', 'Diabetes mellitus'], ['Cerebrovascular disease', 'Diet low in fruits', 'Larynx cancer'], ['Cerebrovascular disease', 'Diet low in fruits', 'Other pharynx cancer'], ['Cerebrovascular disease', 'Diet low in fruits', 'Lip and oral cavity cancer'], ['Cerebrovascular disease', 'Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Cerebrovascular disease', 'Diet low in fruits', 'Ischemic heart disease'], ['Larynx cancer', 'Diet low in fruits', 'Esophageal cancer'], ['Larynx cancer', 'Diet low in fruits', 'Nasopharynx cancer'], ['Larynx cancer', 'Diet low in fruits', 'Diabetes mellitus'], ['Larynx cancer', 'Diet low in fruits', 'Cerebrovascular disease'], ['Larynx cancer', 'Diet low in fruits', 'Other pharynx cancer'], ['Larynx cancer', 'Diet low in fruits', 'Lip and oral cavity cancer'], ['Larynx cancer', 'Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Larynx cancer', 'Diet low in fruits', 'Ischemic heart disease'], ['Other pharynx cancer', 'Diet low in fruits', 'Esophageal cancer'], ['Other pharynx cancer', 'Diet low in fruits', 'Nasopharynx cancer'], ['Other pharynx cancer', 'Diet low in fruits', 'Diabetes mellitus'], ['Other pharynx cancer', 'Diet low in fruits', 'Cerebrovascular disease'], ['Other pharynx cancer', 'Diet low in fruits', 'Larynx cancer'], ['Other pharynx cancer', 'Diet low in fruits', 'Lip and oral cavity cancer'], ['Other pharynx cancer', 'Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Other pharynx cancer', 'Diet low in fruits', 'Ischemic heart disease'], ['Lip and oral cavity cancer', 'Diet low in fruits', 'Esophageal cancer'], ['Lip and oral cavity cancer', 'Diet low in fruits', 'Nasopharynx cancer'], ['Lip and oral cavity cancer', 'Diet low in fruits', 'Diabetes mellitus'], ['Lip and oral cavity cancer', 'Diet low in fruits', 'Cerebrovascular disease'], ['Lip and oral cavity cancer', 'Diet low in fruits', 'Larynx cancer'], ['Lip and oral cavity cancer', 'Diet low in fruits', 'Other pharynx cancer'], ['Lip and oral cavity cancer', 'Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Lip and oral cavity cancer', 'Diet low in fruits', 'Ischemic heart disease'], ['Tracheal, bronchus, and lung cancer', 'Diet low in fruits', 'Esophageal cancer'], ['Tracheal, bronchus, and lung cancer', 'Diet low in fruits', 'Nasopharynx cancer'], ['Tracheal, bronchus, and lung cancer', 'Diet low in fruits', 'Diabetes mellitus'], ['Tracheal, bronchus, and lung cancer', 'Diet low in fruits', 'Cerebrovascular disease'], ['Tracheal, bronchus, and lung cancer', 'Diet low in fruits', 'Larynx cancer'], ['Tracheal, bronchus, and lung cancer', 'Diet low in fruits', 'Other pharynx cancer'], ['Tracheal, bronchus, and lung cancer', 'Diet low in fruits', 'Lip and oral cavity cancer'], ['Tracheal, bronchus, and lung cancer', 'Diet low in fruits', 'Ischemic heart disease'], ['Ischemic heart disease', 'Diet low in fruits', 'Esophageal cancer'], ['Ischemic heart disease', 'Diet low in fruits', 'Nasopharynx cancer'], ['Ischemic heart disease', 'Diet low in fruits', 'Diabetes mellitus'], ['Ischemic heart disease', 'Diet low in fruits', 'Cerebrovascular disease'], ['Ischemic heart disease', 'Diet low in fruits', 'Larynx cancer'], ['Ischemic heart disease', 'Diet low in fruits', 'Other pharynx cancer'], ['Ischemic heart disease', 'Diet low in fruits', 'Lip and oral cavity cancer'], ['Ischemic heart disease', 'Diet low in fruits', 'Tracheal, bronchus, and lung cancer'], ['Ischemic heart disease', 'Diet low in nuts and seeds', 'Diabetes mellitus'], ['Diabetes mellitus', 'Diet low in nuts and seeds', 'Ischemic heart disease'], ['Cerebrovascular disease', 'Diet low in vegetables', 'Ischemic heart disease'], ['Ischemic heart disease', 'Diet low in vegetables', 'Cerebrovascular disease'], ['Ischemic heart disease', 'Diet low in whole grains', 'Diabetes mellitus'], ['Ischemic heart disease', 'Diet low in whole grains', 'Cerebrovascular disease'], ['Diabetes mellitus', 'Diet low in whole grains', 'Ischemic heart disease'], ['Diabetes mellitus', 'Diet low in whole grains', 'Cerebrovascular disease'], ['Cerebrovascular disease', 'Diet low in whole grains', 'Ischemic heart disease'], ['Cerebrovascular disease', 'Diet low in whole grains', 'Diabetes mellitus'], ['Cirrhosis and other chronic liver diseases due to hepatitis C', 'Drug use', 'Liver cancer'], ['Cirrhosis and other chronic liver diseases due to hepatitis C', 'Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis B'], ['Cirrhosis and other chronic liver diseases due to hepatitis C', 'Drug use', 'HIV/AIDS'], ['Liver cancer', 'Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis C'], ['Liver cancer', 'Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis B'], ['Liver cancer', 'Drug use', 'HIV/AIDS'], ['Cirrhosis and other chronic liver diseases due to hepatitis B', 'Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis C'], ['Cirrhosis and other chronic liver diseases due to hepatitis B', 'Drug use', 'Liver cancer'], ['Cirrhosis and other chronic liver diseases due to hepatitis B', 'Drug use', 'HIV/AIDS'], ['HIV/AIDS', 'Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis C'], ['HIV/AIDS', 'Drug use', 'Liver cancer'], ['HIV/AIDS', 'Drug use', 'Cirrhosis and other chronic liver diseases due to hepatitis B'], ['Thyroid cancer', 'High body-mass index', 'Multiple myeloma'], ['Thyroid cancer', 'High body-mass index', 'Pancreatic cancer'], ['Thyroid cancer', 'High body-mass index', 'Asthma'], ['Thyroid cancer', 'High body-mass index', 'Liver cancer'], ['Thyroid cancer', 'High body-mass index', 'Leukemia'], ['Thyroid cancer', 'High body-mass index', 'Non-Hodgkin lymphoma'], ['Thyroid cancer', 'High body-mass index', 'Ovarian cancer'], ['Thyroid cancer', 'High body-mass index', 'Diabetes mellitus'], ['Thyroid cancer', 'High body-mass index', 'Esophageal cancer'], ['Thyroid cancer', 'High body-mass index', 'Hypertensive heart disease'], ['Thyroid cancer', 'High body-mass index', 'Gallbladder and biliary tract cancer'], ['Thyroid cancer', 'High body-mass index', 'Atrial fibrillation and flutter'], ['Thyroid cancer', 'High body-mass index', 'Ischemic heart disease'], ['Thyroid cancer', 'High body-mass index', 'Chronic kidney disease'], ['Thyroid cancer', 'High body-mass index', 'Uterine cancer'], ['Thyroid cancer', 'High body-mass index', 'Colon and rectum cancer'], ['Thyroid cancer', 'High body-mass index', 'Cerebrovascular disease'], ['Thyroid cancer', 'High body-mass index', 'Kidney cancer'], ['Thyroid cancer', 'High body-mass index', 'Breast cancer'], ['Multiple myeloma', 'High body-mass index', 'Thyroid cancer'], ['Multiple myeloma', 'High body-mass index', 'Pancreatic cancer'], ['Multiple myeloma', 'High body-mass index', 'Asthma'], ['Multiple myeloma', 'High body-mass index', 'Liver cancer'], ['Multiple myeloma', 'High body-mass index', 'Leukemia'], ['Multiple myeloma', 'High body-mass index', 'Non-Hodgkin lymphoma'], ['Multiple myeloma', 'High body-mass index', 'Ovarian cancer'], ['Multiple myeloma', 'High body-mass index', 'Diabetes mellitus'], ['Multiple myeloma', 'High body-mass index', 'Esophageal cancer'], ['Multiple myeloma', 'High body-mass index', 'Hypertensive heart disease'], ['Multiple myeloma', 'High body-mass index', 'Gallbladder and biliary tract cancer'], ['Multiple myeloma', 'High body-mass index', 'Atrial fibrillation and flutter'], ['Multiple myeloma', 'High body-mass index', 'Ischemic heart disease'], ['Multiple myeloma', 'High body-mass index', 'Chronic kidney disease'], ['Multiple myeloma', 'High body-mass index', 'Uterine cancer'], ['Multiple myeloma', 'High body-mass index', 'Colon and rectum cancer'], ['Multiple myeloma', 'High body-mass index', 'Cerebrovascular disease'], ['Multiple myeloma', 'High body-mass index', 'Kidney cancer'], ['Multiple myeloma', 'High body-mass index', 'Breast cancer'], ['Pancreatic cancer', 'High body-mass index', 'Thyroid cancer'], ['Pancreatic cancer', 'High body-mass index', 'Multiple myeloma'], ['Pancreatic cancer', 'High body-mass index', 'Asthma'], ['Pancreatic cancer', 'High body-mass index', 'Liver cancer'], ['Pancreatic cancer', 'High body-mass index', 'Leukemia'], ['Pancreatic cancer', 'High body-mass index', 'Non-Hodgkin lymphoma'], ['Pancreatic cancer', 'High body-mass index', 'Ovarian cancer'], ['Pancreatic cancer', 'High body-mass index', 'Diabetes mellitus'], ['Pancreatic cancer', 'High body-mass index', 'Esophageal cancer'], ['Pancreatic cancer', 'High body-mass index', 'Hypertensive heart disease'], ['Pancreatic cancer', 'High body-mass index', 'Gallbladder and biliary tract cancer'], ['Pancreatic cancer', 'High body-mass index', 'Atrial fibrillation and flutter'], ['Pancreatic cancer', 'High body-mass index', 'Ischemic heart disease'], ['Pancreatic cancer', 'High body-mass index', 'Chronic kidney disease'], ['Pancreatic cancer', 'High body-mass index', 'Uterine cancer'], ['Pancreatic cancer', 'High body-mass index', 'Colon and rectum cancer'], ['Pancreatic cancer', 'High body-mass index', 'Cerebrovascular disease'], ['Pancreatic cancer', 'High body-mass index', 'Kidney cancer'], ['Pancreatic cancer', 'High body-mass index', 'Breast cancer'], ['Asthma', 'High body-mass index', 'Thyroid cancer'], ['Asthma', 'High body-mass index', 'Multiple myeloma'], ['Asthma', 'High body-mass index', 'Pancreatic cancer'], ['Asthma', 'High body-mass index', 'Liver cancer'], ['Asthma', 'High body-mass index', 'Leukemia'], ['Asthma', 'High body-mass index', 'Non-Hodgkin lymphoma'], ['Asthma', 'High body-mass index', 'Ovarian cancer'], ['Asthma', 'High body-mass index', 'Diabetes mellitus'], ['Asthma', 'High body-mass index', 'Esophageal cancer'], ['Asthma', 'High body-mass index', 'Hypertensive heart disease'], ['Asthma', 'High body-mass index', 'Gallbladder and biliary tract cancer'], ['Asthma', 'High body-mass index', 'Atrial fibrillation and flutter'], ['Asthma', 'High body-mass index', 'Ischemic heart disease'], ['Asthma', 'High body-mass index', 'Chronic kidney disease'], ['Asthma', 'High body-mass index', 'Uterine cancer'], ['Asthma', 'High body-mass index', 'Colon and rectum cancer'], ['Asthma', 'High body-mass index', 'Cerebrovascular disease'], ['Asthma', 'High body-mass index', 'Kidney cancer'], ['Asthma', 'High body-mass index', 'Breast cancer'], ['Liver cancer', 'High body-mass index', 'Thyroid cancer'], ['Liver cancer', 'High body-mass index', 'Multiple myeloma'], ['Liver cancer', 'High body-mass index', 'Pancreatic cancer'], ['Liver cancer', 'High body-mass index', 'Asthma'], ['Liver cancer', 'High body-mass index', 'Leukemia'], ['Liver cancer', 'High body-mass index', 'Non-Hodgkin lymphoma'], ['Liver cancer', 'High body-mass index', 'Ovarian cancer'], ['Liver cancer', 'High body-mass index', 'Diabetes mellitus'], ['Liver cancer', 'High body-mass index', 'Esophageal cancer'], ['Liver cancer', 'High body-mass index', 'Hypertensive heart disease'], ['Liver cancer', 'High body-mass index', 'Gallbladder and biliary tract cancer'], ['Liver cancer', 'High body-mass index', 'Atrial fibrillation and flutter'], ['Liver cancer', 'High body-mass index', 'Ischemic heart disease'], ['Liver cancer', 'High body-mass index', 'Chronic kidney disease'], ['Liver cancer', 'High body-mass index', 'Uterine cancer'], ['Liver cancer', 'High body-mass index', 'Colon and rectum cancer'], ['Liver cancer', 'High body-mass index', 'Cerebrovascular disease'], ['Liver cancer', 'High body-mass index', 'Kidney cancer'], ['Liver cancer', 'High body-mass index', 'Breast cancer'], ['Leukemia', 'High body-mass index', 'Thyroid cancer'], ['Leukemia', 'High body-mass index', 'Multiple myeloma'], ['Leukemia', 'High body-mass index', 'Pancreatic cancer'], ['Leukemia', 'High body-mass index', 'Asthma'], ['Leukemia', 'High body-mass index', 'Liver cancer'], ['Leukemia', 'High body-mass index', 'Non-Hodgkin lymphoma'], ['Leukemia', 'High body-mass index', 'Ovarian cancer'], ['Leukemia', 'High body-mass index', 'Diabetes mellitus'], ['Leukemia', 'High body-mass index', 'Esophageal cancer'], ['Leukemia', 'High body-mass index', 'Hypertensive heart disease'], ['Leukemia', 'High body-mass index', 'Gallbladder and biliary tract cancer'], ['Leukemia', 'High body-mass index', 'Atrial fibrillation and flutter'], ['Leukemia', 'High body-mass index', 'Ischemic heart disease'], ['Leukemia', 'High body-mass index', 'Chronic kidney disease'], ['Leukemia', 'High body-mass index', 'Uterine cancer'], ['Leukemia', 'High body-mass index', 'Colon and rectum cancer'], ['Leukemia', 'High body-mass index', 'Cerebrovascular disease'], ['Leukemia', 'High body-mass index', 'Kidney cancer'], ['Leukemia', 'High body-mass index', 'Breast cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Thyroid cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Multiple myeloma'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Pancreatic cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Asthma'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Liver cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Leukemia'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Ovarian cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Diabetes mellitus'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Esophageal cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Hypertensive heart disease'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Gallbladder and biliary tract cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Atrial fibrillation and flutter'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Ischemic heart disease'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Chronic kidney disease'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Uterine cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Colon and rectum cancer'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Cerebrovascular disease'], ['Non-Hodgkin lymphoma', 'High body-mass index', 'Kidney cancer'], ...]
In [126]:
#src_dest2 = []
#for i in range(len(src_dest)):
# for j in range(len(src_dest)):
# if i != j and j+1 < len(src_dest):
# if src_dest[i][0] == src_dest[j][2] and src_dest[i][2] == src_dest[j][0]:
# print src_dest[i][0]+" | "+ src_dest[j][2] +" | "+ src_dest[i][2] +" | "+ src_dest[j][0]
# #src_dest2.append([src_dest[i][1],src_dest[i][0],src_dest[j][1]])
In [127]:
labels = ['src', 'risk', 'des']
df_srcdest = pd.DataFrame.from_records(src_dest, columns=labels)
In [128]:
df_srcdest.sort_values(['src','risk'])
#df_srcdest.to_csv('src_dest.csv')
Out[128]:
| src | risk | des | |
|---|---|---|---|
| 359 | Aortic aneurysm | Diet high in sodium | Stomach cancer |
| 360 | Aortic aneurysm | Diet high in sodium | Ischemic heart disease |
| 361 | Aortic aneurysm | Diet high in sodium | Cardiomyopathy and myocarditis |
| 362 | Aortic aneurysm | Diet high in sodium | Rheumatic heart disease |
| 363 | Aortic aneurysm | Diet high in sodium | Atrial fibrillation and flutter |
| 364 | Aortic aneurysm | Diet high in sodium | Endocarditis |
| 365 | Aortic aneurysm | Diet high in sodium | Chronic kidney disease |
| 366 | Aortic aneurysm | Diet high in sodium | Cerebrovascular disease |
| 367 | Aortic aneurysm | Diet high in sodium | Peripheral artery disease |
| 368 | Aortic aneurysm | Diet high in sodium | Other cardiovascular and circulatory diseases |
| 369 | Aortic aneurysm | Diet high in sodium | Hypertensive heart disease |
| 1494 | Aortic aneurysm | High systolic blood pressure | Other cardiovascular and circulatory diseases |
| 1495 | Aortic aneurysm | High systolic blood pressure | Cardiomyopathy and myocarditis |
| 1496 | Aortic aneurysm | High systolic blood pressure | Cerebrovascular disease |
| 1497 | Aortic aneurysm | High systolic blood pressure | Atrial fibrillation and flutter |
| 1498 | Aortic aneurysm | High systolic blood pressure | Hypertensive heart disease |
| 1499 | Aortic aneurysm | High systolic blood pressure | Chronic kidney disease |
| 1500 | Aortic aneurysm | High systolic blood pressure | Ischemic heart disease |
| 1501 | Aortic aneurysm | High systolic blood pressure | Peripheral artery disease |
| 1502 | Aortic aneurysm | High systolic blood pressure | Rheumatic heart disease |
| 1503 | Aortic aneurysm | High systolic blood pressure | Endocarditis |
| 1580 | Aortic aneurysm | Lead exposure | Chronic kidney disease |
| 1581 | Aortic aneurysm | Lead exposure | Atrial fibrillation and flutter |
| 1582 | Aortic aneurysm | Lead exposure | Rheumatic heart disease |
| 1583 | Aortic aneurysm | Lead exposure | Cardiomyopathy and myocarditis |
| 1584 | Aortic aneurysm | Lead exposure | Ischemic heart disease |
| 1585 | Aortic aneurysm | Lead exposure | Cerebrovascular disease |
| 1586 | Aortic aneurysm | Lead exposure | Peripheral artery disease |
| 1587 | Aortic aneurysm | Lead exposure | Hypertensive heart disease |
| 1588 | Aortic aneurysm | Lead exposure | Endocarditis |
| ... | ... | ... | ... |
| 590 | Uterine cancer | Diet high in sugar-sweetened beverages | Multiple myeloma |
| 591 | Uterine cancer | Diet high in sugar-sweetened beverages | Hypertensive heart disease |
| 592 | Uterine cancer | Diet high in sugar-sweetened beverages | Pancreatic cancer |
| 593 | Uterine cancer | Diet high in sugar-sweetened beverages | Ischemic heart disease |
| 594 | Uterine cancer | Diet high in sugar-sweetened beverages | Gallbladder and biliary tract cancer |
| 595 | Uterine cancer | Diet high in sugar-sweetened beverages | Diabetes mellitus |
| 596 | Uterine cancer | Diet high in sugar-sweetened beverages | Chronic kidney disease |
| 597 | Uterine cancer | Diet high in sugar-sweetened beverages | Leukemia |
| 598 | Uterine cancer | Diet high in sugar-sweetened beverages | Breast cancer |
| 599 | Uterine cancer | Diet high in sugar-sweetened beverages | Colon and rectum cancer |
| 600 | Uterine cancer | Diet high in sugar-sweetened beverages | Esophageal cancer |
| 1153 | Uterine cancer | High body-mass index | Thyroid cancer |
| 1154 | Uterine cancer | High body-mass index | Multiple myeloma |
| 1155 | Uterine cancer | High body-mass index | Pancreatic cancer |
| 1156 | Uterine cancer | High body-mass index | Asthma |
| 1157 | Uterine cancer | High body-mass index | Liver cancer |
| 1158 | Uterine cancer | High body-mass index | Leukemia |
| 1159 | Uterine cancer | High body-mass index | Non-Hodgkin lymphoma |
| 1160 | Uterine cancer | High body-mass index | Ovarian cancer |
| 1161 | Uterine cancer | High body-mass index | Diabetes mellitus |
| 1162 | Uterine cancer | High body-mass index | Esophageal cancer |
| 1163 | Uterine cancer | High body-mass index | Hypertensive heart disease |
| 1164 | Uterine cancer | High body-mass index | Gallbladder and biliary tract cancer |
| 1165 | Uterine cancer | High body-mass index | Atrial fibrillation and flutter |
| 1166 | Uterine cancer | High body-mass index | Ischemic heart disease |
| 1167 | Uterine cancer | High body-mass index | Chronic kidney disease |
| 1168 | Uterine cancer | High body-mass index | Colon and rectum cancer |
| 1169 | Uterine cancer | High body-mass index | Cerebrovascular disease |
| 1170 | Uterine cancer | High body-mass index | Kidney cancer |
| 1171 | Uterine cancer | High body-mass index | Breast cancer |
2615 rows × 3 columns
In [129]:
df_srcdest_count = df_srcdest.groupby(['src','des']).count()
df_srcdest_count.rename(columns={'risk': 'count'}, inplace=True)
df_srcdest_count = df_srcdest_count.sort_values('count')
In [130]:
df_srcdest_count
Out[130]:
| count | ||
|---|---|---|
| src | des | |
| Aortic aneurysm | Asthma | 1 |
| Diabetes mellitus | Prostate cancer | 1 |
| Rheumatoid arthritis | 1 | |
| Stomach cancer | 1 | |
| Pancreatic cancer | Aortic aneurysm | 1 |
| Ovarian cancer | Tuberculosis | 1 |
| Pneumoconiosis | 1 | |
| Diabetes mellitus | Pneumoconiosis | 1 |
| Ovarian cancer | Peripheral artery disease | 1 |
| Mesothelioma | 1 | |
| Larynx cancer | 1 | |
| Endocarditis | Stomach cancer | 1 |
| Esophageal cancer | Aortic aneurysm | 1 |
| Ovarian cancer | Chronic obstructive pulmonary disease | 1 |
| Esophageal cancer | Bladder cancer | 1 |
| Ovarian cancer | Nasopharynx cancer | 1 |
| Pancreatic cancer | Cervical cancer | 1 |
| Chronic obstructive pulmonary disease | 1 | |
| Diabetes mellitus | Other chronic respiratory diseases | 1 |
| Peripheral artery disease | Cervical cancer | 1 |
| Diabetes mellitus | Cardiomyopathy and myocarditis | 1 |
| Peripheral artery disease | Asthma | 1 |
| Diabetes mellitus | Cervical cancer | 1 |
| Cirrhosis and other chronic liver diseases due to alcohol use | 1 | |
| Pancreatic cancer | Stomach cancer | 1 |
| Rheumatoid arthritis | 1 | |
| Prostate cancer | 1 | |
| Other chronic respiratory diseases | 1 | |
| Other cardiovascular and circulatory diseases | 1 | |
| Nasopharynx cancer | 1 | |
| ... | ... | ... |
| Ischemic heart disease | Tracheal, bronchus, and lung cancer | 7 |
| Cerebrovascular disease | Hypertensive heart disease | 7 |
| Hypertensive heart disease | Ischemic heart disease | 7 |
| Tracheal, bronchus, and lung cancer | Cerebrovascular disease | 7 |
| Chronic kidney disease | Cerebrovascular disease | 7 |
| Ischemic heart disease | Atrial fibrillation and flutter | 7 |
| Tracheal, bronchus, and lung cancer | Ischemic heart disease | 7 |
| Hypertensive heart disease | Cerebrovascular disease | 7 |
| Cerebrovascular disease | Chronic kidney disease | 7 |
| Chronic kidney disease | Ischemic heart disease | 7 |
| Atrial fibrillation and flutter | Ischemic heart disease | 7 |
| Hypertensive heart disease | 7 | |
| Cerebrovascular disease | Atrial fibrillation and flutter | 7 |
| Ischemic heart disease | Hypertensive heart disease | 7 |
| Colon and rectum cancer | 8 | |
| Breast cancer | 8 | |
| Breast cancer | Ischemic heart disease | 8 |
| Cerebrovascular disease | 8 | |
| Diabetes mellitus | 8 | |
| Colon and rectum cancer | Ischemic heart disease | 8 |
| Diabetes mellitus | Colon and rectum cancer | 8 |
| Breast cancer | 8 | |
| Cerebrovascular disease | Breast cancer | 8 |
| Colon and rectum cancer | Diabetes mellitus | 8 |
| Diabetes mellitus | Cerebrovascular disease | 10 |
| Cerebrovascular disease | Diabetes mellitus | 10 |
| Ischemic heart disease | Diabetes mellitus | 12 |
| Diabetes mellitus | Ischemic heart disease | 12 |
| Cerebrovascular disease | Ischemic heart disease | 18 |
| Ischemic heart disease | Cerebrovascular disease | 18 |
1205 rows × 1 columns
In [131]:
df_srcdest.loc[(df_srcdest['src'] == 'Aortic aneurysm') & (df_srcdest['des'] == 'Cerebrovascular disease')]
Out[131]:
| src | risk | des | |
|---|---|---|---|
| 366 | Aortic aneurysm | Diet high in sodium | Cerebrovascular disease |
| 1496 | Aortic aneurysm | High systolic blood pressure | Cerebrovascular disease |
| 1585 | Aortic aneurysm | Lead exposure | Cerebrovascular disease |
| 2419 | Aortic aneurysm | Smoking | Cerebrovascular disease |
In [132]:
weights = df_srcdest_count['count'].values.tolist()
In [133]:
weights = map(int, weights)
#weights
In [134]:
df_srcdest_count=df_srcdest_count.sort_values('count')
df_srcdest_count.to_csv('src_dest_count.csv')
In [135]:
g_df = pd.read_csv('src_dest_count.csv')
In [136]:
g_nodes = g_df['src'].values.tolist()
g_edges = g_df['des'].values.tolist()
g_match = [list(a) for a in zip(g_nodes,g_edges)]
In [137]:
it = iter(g_nodes)
it2 = iter(g_edges)
it3 = zip(it, it2)
In [138]:
counter = g_df.groupby('count').count()
counter
Out[138]:
| src | des | |
|---|---|---|
| count | ||
| 1 | 529 | 529 |
| 2 | 324 | 324 |
| 3 | 166 | 166 |
| 4 | 114 | 114 |
| 5 | 30 | 30 |
| 6 | 8 | 8 |
| 7 | 18 | 18 |
| 8 | 10 | 10 |
| 10 | 2 | 2 |
| 12 | 2 | 2 |
| 18 | 2 | 2 |
In [139]:
c = counter['des'].values.tolist()
c = map(int, c)
c
Out[139]:
[529, 324, 166, 114, 30, 8, 18, 10, 2, 2, 2]
In [140]:
values = [1,2,3,4,5,6,7,8,10,12,18]
In [141]:
g_match
Out[141]:
[['Aortic aneurysm', 'Asthma'], ['Atrial fibrillation and flutter', 'Prostate cancer'], ['Cardiomyopathy and myocarditis', 'Other pharynx cancer'], ['Breast cancer', 'Mesothelioma'], ['Stomach cancer', 'Tracheal, bronchus, and lung cancer'], ['Stomach cancer', 'Rheumatoid arthritis'], ['Breast cancer', 'Other cardiovascular and circulatory diseases'], ['Breast cancer', 'Other chronic respiratory diseases'], ['Breast cancer', 'Other pharynx cancer'], ['Stomach cancer', 'Rheumatic heart disease'], ['Stomach cancer', 'Prostate cancer'], ['Breast cancer', 'Pneumoconiosis'], ['Breast cancer', 'Prostate cancer'], ['Breast cancer', 'Rheumatoid arthritis'], ['Breast cancer', 'Stomach cancer'], ['Stomach cancer', 'Pancreatic cancer'], ['Stomach cancer', 'Other chronic respiratory diseases'], ['Stomach cancer', 'Nasopharynx cancer'], ['Stomach cancer', 'Lip and oral cavity cancer'], ['Cardiomyopathy and myocarditis', 'Breast cancer'], ['Stomach cancer', 'Leukemia'], ['Stomach cancer', 'Larynx cancer'], ['Cardiomyopathy and myocarditis', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Cardiomyopathy and myocarditis', 'Colon and rectum cancer'], ['Cardiomyopathy and myocarditis', 'Diabetes mellitus'], ['Stomach cancer', 'Kidney cancer'], ['Cardiomyopathy and myocarditis', 'Esophageal cancer'], ['Cardiomyopathy and myocarditis', 'Larynx cancer'], ['Cardiomyopathy and myocarditis', 'Lip and oral cavity cancer'], ['Cardiomyopathy and myocarditis', 'Liver cancer'], ['Tracheal, bronchus, and lung cancer', 'Other cardiovascular and circulatory diseases'], ['Cardiomyopathy and myocarditis', 'Nasopharynx cancer'], ['Tuberculosis', 'Ovarian cancer'], ['Asthma', 'Larynx cancer'], ['Asthma', 'Nasopharynx cancer'], ['Tracheal, bronchus, and lung cancer', 'Mesothelioma'], ['Tuberculosis', 'Other pharynx cancer'], ['Aortic aneurysm', 'Bladder cancer'], ['Aortic aneurysm', 'Breast cancer'], ['Aortic aneurysm', 'Cervical cancer'], ['Aortic aneurysm', 'Chronic obstructive pulmonary disease'], ['Aortic aneurysm', 'Colon and rectum cancer'], ['Aortic aneurysm', 'Diabetes mellitus'], ['Aortic aneurysm', 'Esophageal cancer'], ['Aortic aneurysm', 'Kidney cancer'], ['Aortic aneurysm', 'Larynx cancer'], ['Aortic aneurysm', 'Leukemia'], ['Aortic aneurysm', 'Lip and oral cavity cancer'], ['Aortic aneurysm', 'Liver cancer'], ['Aortic aneurysm', 'Nasopharynx cancer'], ['Aortic aneurysm', 'Other chronic respiratory diseases'], ['Aortic aneurysm', 'Pancreatic cancer'], ['Aortic aneurysm', 'Prostate cancer'], ['Aortic aneurysm', 'Rheumatoid arthritis'], ['Aortic aneurysm', 'Tracheal, bronchus, and lung cancer'], ['Aortic aneurysm', 'Tuberculosis'], ['Asthma', 'Aortic aneurysm'], ['Asthma', 'Bladder cancer'], ['Asthma', 'Cervical cancer'], ['Asthma', 'Chronic obstructive pulmonary disease'], ['Tuberculosis', 'Stomach cancer'], ['Tuberculosis', 'Rheumatoid arthritis'], ['Tuberculosis', 'Prostate cancer'], ['Asthma', 'Lip and oral cavity cancer'], ['Asthma', 'Other cardiovascular and circulatory diseases'], ['Stomach cancer', 'Esophageal cancer'], ['Breast cancer', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Prostate cancer', 'Cerebrovascular disease'], ['Ischemic heart disease', 'Pneumoconiosis'], ['Nasopharynx cancer', 'Other cardiovascular and circulatory diseases'], ['Ischemic heart disease', 'Other chronic respiratory diseases'], ['Nasopharynx cancer', 'Other chronic respiratory diseases'], ['Nasopharynx cancer', 'Ovarian cancer'], ['Nasopharynx cancer', 'Pancreatic cancer'], ['Ischemic heart disease', 'Mesothelioma'], ['Nasopharynx cancer', 'Peripheral artery disease'], ['Nasopharynx cancer', 'Pneumoconiosis'], ['Nasopharynx cancer', 'Prostate cancer'], ['Nasopharynx cancer', 'Rheumatoid arthritis'], ['Nasopharynx cancer', 'Stomach cancer'], ['Ischemic heart disease', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Ischemic heart disease', 'Cervical cancer'], ['Hypertensive heart disease', 'Tracheal, bronchus, and lung cancer'], ['Hypertensive heart disease', 'Rheumatoid arthritis'], ['Nasopharynx cancer', 'Mesothelioma'], ['Ischemic heart disease', 'Prostate cancer'], ['Chronic obstructive pulmonary disease', 'Cervical cancer'], ['Ischemic heart disease', 'Rheumatoid arthritis'], ['Kidney cancer', 'Pneumoconiosis'], ['Kidney cancer', 'Peripheral artery disease'], ['Kidney cancer', 'Other chronic respiratory diseases'], ['Kidney cancer', 'Other cardiovascular and circulatory diseases'], ['Kidney cancer', 'Mesothelioma'], ['Kidney cancer', 'Lip and oral cavity cancer'], ['Nasopharynx cancer', 'Aortic aneurysm'], ['Kidney cancer', 'Cervical cancer'], ['Pneumoconiosis', 'Larynx cancer'], ['Stomach cancer', 'Tuberculosis'], ['Chronic obstructive pulmonary disease', 'Bladder cancer'], ['Prostate cancer', 'Cervical cancer'], ['Atrial fibrillation and flutter', 'Rheumatoid arthritis'], ['Breast cancer', 'Cervical cancer'], ['Atrial fibrillation and flutter', 'Tracheal, bronchus, and lung cancer'], ['Tracheal, bronchus, and lung cancer', 'Hypertensive heart disease'], ['Bladder cancer', 'Aortic aneurysm'], ['Bladder cancer', 'Asthma'], ['Bladder cancer', 'Atrial fibrillation and flutter'], ['Bladder cancer', 'Cervical cancer'], ['Bladder cancer', 'Chronic kidney disease'], ['Bladder cancer', 'Chronic obstructive pulmonary disease'], ['Tracheal, bronchus, and lung cancer', 'Chronic kidney disease'], ['Tracheal, bronchus, and lung cancer', 'Cervical cancer'], ['Bladder cancer', 'Esophageal cancer'], ['Bladder cancer', 'Hypertensive heart disease'], ['Bladder cancer', 'Kidney cancer'], ['Bladder cancer', 'Larynx cancer'], ['Bladder cancer', 'Leukemia'], ['Bladder cancer', 'Lip and oral cavity cancer'], ['Tracheal, bronchus, and lung cancer', 'Atrial fibrillation and flutter'], ['Bladder cancer', 'Nasopharynx cancer'], ['Bladder cancer', 'Other cardiovascular and circulatory diseases'], ['Bladder cancer', 'Other chronic respiratory diseases'], ['Bladder cancer', 'Ovarian cancer'], ['Tracheal, bronchus, and lung cancer', 'Asthma'], ['Tracheal, bronchus, and lung cancer', 'Aortic aneurysm'], ['Bladder cancer', 'Prostate cancer'], ['Bladder cancer', 'Rheumatoid arthritis'], ['Bladder cancer', 'Stomach cancer'], ['Breast cancer', 'Aortic aneurysm'], ['Breast cancer', 'Cardiomyopathy and myocarditis'], ['Tracheal, bronchus, and lung cancer', 'Other chronic respiratory diseases'], ['Atrial fibrillation and flutter', 'Other pharynx cancer'], ['Atrial fibrillation and flutter', 'Other chronic respiratory diseases'], ['Cervical cancer', 'Other chronic respiratory diseases'], ['Cervical cancer', 'Nasopharynx cancer'], ['Cervical cancer', 'Pancreatic cancer'], ['Chronic obstructive pulmonary disease', 'Aortic aneurysm'], ['Stomach cancer', 'Colon and rectum cancer'], ['Stomach cancer', 'Chronic obstructive pulmonary disease'], ['Cervical cancer', 'Peripheral artery disease'], ['Prostate cancer', 'Chronic obstructive pulmonary disease'], ['Chronic kidney disease', 'Tuberculosis'], ['Chronic kidney disease', 'Tracheal, bronchus, and lung cancer'], ['Cervical cancer', 'Chronic obstructive pulmonary disease'], ['Prostate cancer', 'Colon and rectum cancer'], ['Cervical cancer', 'Prostate cancer'], ['Cervical cancer', 'Cerebrovascular disease'], ['Stomach cancer', 'Chronic kidney disease'], ['Stomach cancer', 'Cervical cancer'], ['Cervical cancer', 'Esophageal cancer'], ['Rheumatoid arthritis', 'Asthma'], ['Rheumatoid arthritis', 'Esophageal cancer'], ['Rheumatoid arthritis', 'Bladder cancer'], ['Rheumatoid arthritis', 'Leukemia'], ['Rheumatoid arthritis', 'Larynx cancer'], ['Cerebrovascular disease', 'Other chronic respiratory diseases'], ['Prostate cancer', 'Stomach cancer'], ['Rheumatoid arthritis', 'Cerebrovascular disease'], ['Rheumatoid arthritis', 'Kidney cancer'], ['Prostate cancer', 'Tracheal, bronchus, and lung cancer'], ['Rheumatoid arthritis', 'Ischemic heart disease'], ['Rheumatoid arthritis', 'Hypertensive heart disease'], ['Chronic obstructive pulmonary disease', 'Asthma'], ['Cerebrovascular disease', 'Pneumoconiosis'], ['Cardiomyopathy and myocarditis', 'Tuberculosis'], ['Cardiomyopathy and myocarditis', 'Stomach cancer'], ['Prostate cancer', 'Kidney cancer'], ['Stomach cancer', 'Cardiomyopathy and myocarditis'], ['Cerebrovascular disease', 'Cervical cancer'], ['Stomach cancer', 'Breast cancer'], ['Cervical cancer', 'Diabetes mellitus'], ['Prostate cancer', 'Esophageal cancer'], ['Stomach cancer', 'Bladder cancer'], ['Cerebrovascular disease', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Prostate cancer', 'Hypertensive heart disease'], ['Prostate cancer', 'Ischemic heart disease'], ['Stomach cancer', 'Asthma'], ['Cervical cancer', 'Breast cancer'], ['Prostate cancer', 'Liver cancer'], ['Rheumatoid arthritis', 'Tuberculosis'], ['Prostate cancer', 'Larynx cancer'], ['Rheumatoid arthritis', 'Tracheal, bronchus, and lung cancer'], ['Rheumatoid arthritis', 'Stomach cancer'], ['Cervical cancer', 'Bladder cancer'], ['Rheumatoid arthritis', 'Prostate cancer'], ['Rheumatoid arthritis', 'Peripheral artery disease'], ['Prostate cancer', 'Leukemia'], ['Cervical cancer', 'Rheumatoid arthritis'], ['Prostate cancer', 'Lip and oral cavity cancer'], ['Prostate cancer', 'Diabetes mellitus'], ['Rheumatoid arthritis', 'Atrial fibrillation and flutter'], ['Rheumatoid arthritis', 'Chronic obstructive pulmonary disease'], ['Chronic kidney disease', 'Stomach cancer'], ['Cervical cancer', 'Colon and rectum cancer'], ['Stomach cancer', 'Diabetes mellitus'], ['Chronic obstructive pulmonary disease', 'Atrial fibrillation and flutter'], ['Prostate cancer', 'Nasopharynx cancer'], ['Cerebrovascular disease', 'Prostate cancer'], ['Rheumatoid arthritis', 'Diabetes mellitus'], ['Lip and oral cavity cancer', 'Leukemia'], ['Stomach cancer', 'Endocarditis'], ['Tuberculosis', 'Other chronic respiratory diseases'], ['Asthma', 'Other chronic respiratory diseases'], ['Tuberculosis', 'Other cardiovascular and circulatory diseases'], ['Asthma', 'Peripheral artery disease'], ['Asthma', 'Prostate cancer'], ['Asthma', 'Rheumatoid arthritis'], ['Asthma', 'Stomach cancer'], ['Asthma', 'Tracheal, bronchus, and lung cancer'], ['Asthma', 'Tuberculosis'], ['Tuberculosis', 'Leukemia'], ['Tuberculosis', 'Kidney cancer'], ['Atrial fibrillation and flutter', 'Bladder cancer'], ['Tuberculosis', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Atrial fibrillation and flutter', 'Cervical cancer'], ['Tuberculosis', 'Chronic obstructive pulmonary disease'], ['Atrial fibrillation and flutter', 'Chronic obstructive pulmonary disease'], ['Atrial fibrillation and flutter', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Tuberculosis', 'Chronic kidney disease'], ['Tuberculosis', 'Cervical cancer'], ['Tuberculosis', 'Cardiomyopathy and myocarditis'], ['Tuberculosis', 'Asthma'], ['Tuberculosis', 'Aortic aneurysm'], ['Tracheal, bronchus, and lung cancer', 'Stomach cancer'], ['Tracheal, bronchus, and lung cancer', 'Rheumatoid arthritis'], ['Tracheal, bronchus, and lung cancer', 'Prostate cancer'], ['Tracheal, bronchus, and lung cancer', 'Pneumoconiosis'], ['Tracheal, bronchus, and lung cancer', 'Other pharynx cancer'], ['Rheumatoid arthritis', 'Cervical cancer'], ['Cervical cancer', 'Tuberculosis'], ['Prostate cancer', 'Rheumatoid arthritis'], ['Rheumatoid arthritis', 'Nasopharynx cancer'], ['Cerebrovascular disease', 'Rheumatoid arthritis'], ['Prostate cancer', 'Tuberculosis'], ['Rheumatoid arthritis', 'Breast cancer'], ['Rheumatic heart disease', 'Stomach cancer'], ['Cervical cancer', 'Lip and oral cavity cancer'], ['Rheumatoid arthritis', 'Aortic aneurysm'], ['Chronic kidney disease', 'Bladder cancer'], ['Cervical cancer', 'Liver cancer'], ['Cervical cancer', 'Aortic aneurysm'], ['Rheumatoid arthritis', 'Lip and oral cavity cancer'], ['Rheumatoid arthritis', 'Liver cancer'], ['Cerebrovascular disease', 'Mesothelioma'], ['Prostate cancer', 'Other cardiovascular and circulatory diseases'], ['Prostate cancer', 'Other chronic respiratory diseases'], ['Nasopharynx cancer', 'Asthma'], ['Cervical cancer', 'Hypertensive heart disease'], ['Prostate cancer', 'Pancreatic cancer'], ['Rheumatoid arthritis', 'Pancreatic cancer'], ['Cervical cancer', 'Other cardiovascular and circulatory diseases'], ['Cervical cancer', 'Kidney cancer'], ['Rheumatoid arthritis', 'Other chronic respiratory diseases'], ['Rheumatoid arthritis', 'Colon and rectum cancer'], ['Rheumatoid arthritis', 'Other cardiovascular and circulatory diseases'], ['Cervical cancer', 'Stomach cancer'], ['Cervical cancer', 'Larynx cancer'], ['Cervical cancer', 'Tracheal, bronchus, and lung cancer'], ['Cervical cancer', 'Leukemia'], ['Prostate cancer', 'Peripheral artery disease'], ['Cervical cancer', 'Atrial fibrillation and flutter'], ['Cervical cancer', 'Asthma'], ['Cervical cancer', 'Ischemic heart disease'], ['Kidney cancer', 'Bladder cancer'], ['Stomach cancer', 'Liver cancer'], ['Nasopharynx cancer', 'Cardiomyopathy and myocarditis'], ['Chronic obstructive pulmonary disease', 'Hypertensive heart disease'], ['Chronic obstructive pulmonary disease', 'Esophageal cancer'], ['Prostate cancer', 'Breast cancer'], ['Chronic obstructive pulmonary disease', 'Colon and rectum cancer'], ['Chronic obstructive pulmonary disease', 'Pancreatic cancer'], ['Chronic obstructive pulmonary disease', 'Peripheral artery disease'], ['Pneumoconiosis', 'Ovarian cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Cerebrovascular disease'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Larynx cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Ischemic heart disease'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Hypertensive heart disease'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Esophageal cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Diabetes mellitus'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Colon and rectum cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Cardiomyopathy and myocarditis'], ['Chronic obstructive pulmonary disease', 'Prostate cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Breast cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Atrial fibrillation and flutter'], ['Chronic obstructive pulmonary disease', 'Tuberculosis'], ['Pneumoconiosis', 'Nasopharynx cancer'], ['Chronic obstructive pulmonary disease', 'Stomach cancer'], ['Chronic obstructive pulmonary disease', 'Rheumatoid arthritis'], ['Peripheral artery disease', 'Kidney cancer'], ['Diabetes mellitus', 'Aortic aneurysm'], ['Other chronic respiratory diseases', 'Diabetes mellitus'], ['Esophageal cancer', 'Cervical cancer'], ['Esophageal cancer', 'Rheumatoid arthritis'], ['Esophageal cancer', 'Prostate cancer'], ['Esophageal cancer', 'Peripheral artery disease'], ['Prostate cancer', 'Bladder cancer'], ['Other pharynx cancer', 'Atrial fibrillation and flutter'], ['Prostate cancer', 'Atrial fibrillation and flutter'], ['Prostate cancer', 'Aortic aneurysm'], ['Colon and rectum cancer', 'Chronic obstructive pulmonary disease'], ['Colon and rectum cancer', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Pneumoconiosis', 'Cerebrovascular disease'], ['Colon and rectum cancer', 'Other pharynx cancer'], ['Colon and rectum cancer', 'Stomach cancer'], ['Colon and rectum cancer', 'Rheumatoid arthritis'], ['Colon and rectum cancer', 'Prostate cancer'], ['Peripheral artery disease', 'Larynx cancer'], ['Peripheral artery disease', 'Leukemia'], ['Peripheral artery disease', 'Lip and oral cavity cancer'], ['Colon and rectum cancer', 'Other chronic respiratory diseases'], ['Pneumoconiosis', 'Breast cancer'], ['Colon and rectum cancer', 'Other cardiovascular and circulatory diseases'], ['Peripheral artery disease', 'Nasopharynx cancer'], ['Peripheral artery disease', 'Other chronic respiratory diseases'], ['Peripheral artery disease', 'Ovarian cancer'], ['Peripheral artery disease', 'Prostate cancer'], ['Peripheral artery disease', 'Rheumatoid arthritis'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Other pharynx cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Liver cancer'], ['Peripheral artery disease', 'Esophageal cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Lip and oral cavity cancer'], ['Chronic obstructive pulmonary disease', 'Ovarian cancer'], ['Chronic obstructive pulmonary disease', 'Other chronic respiratory diseases'], ['Chronic obstructive pulmonary disease', 'Other cardiovascular and circulatory diseases'], ['Pneumoconiosis', 'Tracheal, bronchus, and lung cancer'], ['Chronic obstructive pulmonary disease', 'Mesothelioma'], ['Chronic obstructive pulmonary disease', 'Liver cancer'], ['Chronic obstructive pulmonary disease', 'Lip and oral cavity cancer'], ['Prostate cancer', 'Asthma'], ['Other pharynx cancer', 'Breast cancer'], ['Other pharynx cancer', 'Cardiomyopathy and myocarditis'], ['Esophageal cancer', 'Other chronic respiratory diseases'], ['Pancreatic cancer', 'Nasopharynx cancer'], ['Pancreatic cancer', 'Other cardiovascular and circulatory diseases'], ['Pancreatic cancer', 'Other chronic respiratory diseases'], ['Pancreatic cancer', 'Prostate cancer'], ['Pancreatic cancer', 'Rheumatoid arthritis'], ['Pancreatic cancer', 'Stomach cancer'], ['Diabetes mellitus', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Diabetes mellitus', 'Cervical cancer'], ['Peripheral artery disease', 'Asthma'], ['Diabetes mellitus', 'Cardiomyopathy and myocarditis'], ['Peripheral artery disease', 'Cervical cancer'], ['Diabetes mellitus', 'Other chronic respiratory diseases'], ['Pancreatic cancer', 'Chronic obstructive pulmonary disease'], ['Pancreatic cancer', 'Cervical cancer'], ['Ovarian cancer', 'Nasopharynx cancer'], ['Esophageal cancer', 'Bladder cancer'], ['Ovarian cancer', 'Chronic obstructive pulmonary disease'], ['Esophageal cancer', 'Aortic aneurysm'], ['Endocarditis', 'Stomach cancer'], ['Ovarian cancer', 'Larynx cancer'], ['Ovarian cancer', 'Mesothelioma'], ['Ovarian cancer', 'Peripheral artery disease'], ['Diabetes mellitus', 'Pneumoconiosis'], ['Ovarian cancer', 'Pneumoconiosis'], ['Ovarian cancer', 'Tuberculosis'], ['Pancreatic cancer', 'Aortic aneurysm'], ['Diabetes mellitus', 'Stomach cancer'], ['Diabetes mellitus', 'Rheumatoid arthritis'], ['Diabetes mellitus', 'Prostate cancer'], ['Diabetes mellitus', 'Mesothelioma'], ['Pancreatic cancer', 'Lip and oral cavity cancer'], ['Pancreatic cancer', 'Larynx cancer'], ['Diabetes mellitus', 'Other cardiovascular and circulatory diseases'], ['Esophageal cancer', 'Other cardiovascular and circulatory diseases'], ['Other pharynx cancer', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Other pharynx cancer', 'Colon and rectum cancer'], ['Other pharynx cancer', 'Hypertensive heart disease'], ['Other pharynx cancer', 'Liver cancer'], ['Other pharynx cancer', 'Tracheal, bronchus, and lung cancer'], ['Other pharynx cancer', 'Tuberculosis'], ['Esophageal cancer', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Esophageal cancer', 'Stomach cancer'], ['Other chronic respiratory diseases', 'Tuberculosis'], ['Other chronic respiratory diseases', 'Tracheal, bronchus, and lung cancer'], ['Nasopharynx cancer', 'Bladder cancer'], ['Other chronic respiratory diseases', 'Esophageal cancer'], ['Other chronic respiratory diseases', 'Hypertensive heart disease'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Tuberculosis'], ['Other chronic respiratory diseases', 'Ischemic heart disease'], ['Other chronic respiratory diseases', 'Larynx cancer'], ['Other chronic respiratory diseases', 'Leukemia'], ['Other chronic respiratory diseases', 'Liver cancer'], ['Other chronic respiratory diseases', 'Stomach cancer'], ['Other chronic respiratory diseases', 'Nasopharynx cancer'], ['Other chronic respiratory diseases', 'Other cardiovascular and circulatory diseases'], ['Other chronic respiratory diseases', 'Pancreatic cancer'], ['Other chronic respiratory diseases', 'Peripheral artery disease'], ['Other chronic respiratory diseases', 'Prostate cancer'], ['Other chronic respiratory diseases', 'Rheumatoid arthritis'], ['Esophageal cancer', 'Chronic obstructive pulmonary disease'], ['Esophageal cancer', 'Cardiomyopathy and myocarditis'], ['Peripheral artery disease', 'Chronic obstructive pulmonary disease'], ['Ovarian cancer', 'Bladder cancer'], ['Other chronic respiratory diseases', 'Kidney cancer'], ['Cirrhosis and other chronic liver diseases due to hepatitis B', 'Cirrhosis and other chronic liver diseases due to hepatitis C'], ['Other chronic respiratory diseases', 'Lip and oral cavity cancer'], ['Cirrhosis and other chronic liver diseases due to hepatitis B', 'Liver cancer'], ['Other cardiovascular and circulatory diseases', 'Larynx cancer'], ['Other cardiovascular and circulatory diseases', 'Leukemia'], ['Other cardiovascular and circulatory diseases', 'Lip and oral cavity cancer'], ['Other cardiovascular and circulatory diseases', 'Liver cancer'], ['Other cardiovascular and circulatory diseases', 'Nasopharynx cancer'], ['Other cardiovascular and circulatory diseases', 'Other chronic respiratory diseases'], ['Kidney cancer', 'Prostate cancer'], ['Kidney cancer', 'Rheumatoid arthritis'], ['Kidney cancer', 'Stomach cancer'], ['Liver cancer', 'Other chronic respiratory diseases'], ['Leukemia', 'Rheumatoid arthritis'], ['Leukemia', 'Prostate cancer'], ['Leukemia', 'Pneumoconiosis'], ['Leukemia', 'Peripheral artery disease'], ['Liver cancer', 'Cardiomyopathy and myocarditis'], ['Leukemia', 'Other chronic respiratory diseases'], ['Leukemia', 'Other cardiovascular and circulatory diseases'], ['Liver cancer', 'Cervical cancer'], ['Liver cancer', 'Chronic obstructive pulmonary disease'], ['Liver cancer', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Leukemia', 'Mesothelioma'], ['Liver cancer', 'Cirrhosis and other chronic liver diseases due to hepatitis B'], ['Leukemia', 'Lip and oral cavity cancer'], ['Liver cancer', 'Cirrhosis and other chronic liver diseases due to hepatitis C'], ['Liver cancer', 'HIV/AIDS'], ['Leukemia', 'Stomach cancer'], ['Liver cancer', 'Aortic aneurysm'], ['Leukemia', 'Tuberculosis'], ['Lip and oral cavity cancer', 'Chronic obstructive pulmonary disease'], ['Other cardiovascular and circulatory diseases', 'Pancreatic cancer'], ['Other cardiovascular and circulatory diseases', 'Kidney cancer'], ['Other cardiovascular and circulatory diseases', 'Diabetes mellitus'], ['Other cardiovascular and circulatory diseases', 'Colon and rectum cancer'], ['Cirrhosis and other chronic liver diseases due to hepatitis B', 'HIV/AIDS'], ['Kidney cancer', 'Aortic aneurysm'], ['Nasopharynx cancer', 'Cervical cancer'], ['Nasopharynx cancer', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Hypertensive heart disease', 'Prostate cancer'], ['Other cardiovascular and circulatory diseases', 'Asthma'], ['Other cardiovascular and circulatory diseases', 'Bladder cancer'], ['Other cardiovascular and circulatory diseases', 'Breast cancer'], ['Hypertensive heart disease', 'Chronic obstructive pulmonary disease'], ['Hypertensive heart disease', 'Cervical cancer'], ['Other cardiovascular and circulatory diseases', 'Tracheal, bronchus, and lung cancer'], ['Other cardiovascular and circulatory diseases', 'Tuberculosis'], ['Other chronic respiratory diseases', 'Aortic aneurysm'], ['Hypertensive heart disease', 'Bladder cancer'], ['Lip and oral cavity cancer', 'Kidney cancer'], ['Other chronic respiratory diseases', 'Asthma'], ['Other chronic respiratory diseases', 'Bladder cancer'], ['HIV/AIDS', 'Liver cancer'], ['HIV/AIDS', 'Cirrhosis and other chronic liver diseases due to hepatitis C'], ['HIV/AIDS', 'Cirrhosis and other chronic liver diseases due to hepatitis B'], ['HIV/AIDS', 'Cervical cancer'], ['Other chronic respiratory diseases', 'Breast cancer'], ['Other chronic respiratory diseases', 'Cerebrovascular disease'], ['Hypertensive heart disease', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Other cardiovascular and circulatory diseases', 'Rheumatoid arthritis'], ['Other cardiovascular and circulatory diseases', 'Prostate cancer'], ['Hypertensive heart disease', 'Other pharynx cancer'], ['Hypertensive heart disease', 'Other chronic respiratory diseases'], ['Other cardiovascular and circulatory diseases', 'Cervical cancer'], ['Other cardiovascular and circulatory diseases', 'Chronic obstructive pulmonary disease'], ['Other chronic respiratory diseases', 'Atrial fibrillation and flutter'], ['Lip and oral cavity cancer', 'Other cardiovascular and circulatory diseases'], ['Other cardiovascular and circulatory diseases', 'Esophageal cancer'], ['Lip and oral cavity cancer', 'Pancreatic cancer'], ['Leukemia', 'Bladder cancer'], ['Liver cancer', 'Prostate cancer'], ['Liver cancer', 'Rheumatoid arthritis'], ['Leukemia', 'Aortic aneurysm'], ['Liver cancer', 'Stomach cancer'], ['Larynx cancer', 'Stomach cancer'], ['Larynx cancer', 'Prostate cancer'], ['Larynx cancer', 'Mesothelioma'], ['Larynx cancer', 'Pneumoconiosis'], ['Larynx cancer', 'Peripheral artery disease'], ['Larynx cancer', 'Pancreatic cancer'], ['Larynx cancer', 'Ovarian cancer'], ['Larynx cancer', 'Other chronic respiratory diseases'], ['Larynx cancer', 'Other cardiovascular and circulatory diseases'], ['Other chronic respiratory diseases', 'Cervical cancer'], ['Other chronic respiratory diseases', 'Colon and rectum cancer'], ['Cirrhosis and other chronic liver diseases due to alcohol use', 'Nasopharynx cancer'], ['Pneumoconiosis', 'Diabetes mellitus'], ['Colon and rectum cancer', 'Cervical cancer'], ['Pneumoconiosis', 'Ischemic heart disease'], ['Colon and rectum cancer', 'Cardiomyopathy and myocarditis'], ['Pneumoconiosis', 'Kidney cancer'], ['Pneumoconiosis', 'Leukemia'], ['Pneumoconiosis', 'Mesothelioma'], ['Colon and rectum cancer', 'Aortic aneurysm'], ['Cirrhosis and other chronic liver diseases due to hepatitis C', 'Liver cancer'], ['Cirrhosis and other chronic liver diseases due to hepatitis C', 'HIV/AIDS'], ['Lip and oral cavity cancer', 'Other chronic respiratory diseases'], ['Cirrhosis and other chronic liver diseases due to hepatitis C', 'Cirrhosis and other chronic liver diseases due to hepatitis B'], ['Larynx cancer', 'Rheumatoid arthritis'], ['Mesothelioma', 'Breast cancer'], ['Other chronic respiratory diseases', 'Chronic obstructive pulmonary disease'], ['Mesothelioma', 'Chronic obstructive pulmonary disease'], ['Lip and oral cavity cancer', 'Peripheral artery disease'], ['Lip and oral cavity cancer', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Mesothelioma', 'Cerebrovascular disease'], ['Lip and oral cavity cancer', 'Cervical cancer'], ['Lip and oral cavity cancer', 'Aortic aneurysm'], ['Lip and oral cavity cancer', 'Prostate cancer'], ['Lip and oral cavity cancer', 'Cardiomyopathy and myocarditis'], ['Lip and oral cavity cancer', 'Rheumatoid arthritis'], ['Lip and oral cavity cancer', 'Bladder cancer'], ['Lip and oral cavity cancer', 'Asthma'], ['Liver cancer', 'Other cardiovascular and circulatory diseases'], ['Leukemia', 'Cervical cancer'], ['Kidney cancer', 'Tuberculosis'], ['Liver cancer', 'Other pharynx cancer'], ['Mesothelioma', 'Diabetes mellitus'], ['Lip and oral cavity cancer', 'Stomach cancer'], ['Mesothelioma', 'Kidney cancer'], ['Larynx cancer', 'Bladder cancer'], ['Mesothelioma', 'Ischemic heart disease'], ['Mesothelioma', 'Tracheal, bronchus, and lung cancer'], ['Larynx cancer', 'Cardiomyopathy and myocarditis'], ['Larynx cancer', 'Cervical cancer'], ['Mesothelioma', 'Ovarian cancer'], ['Mesothelioma', 'Pneumoconiosis'], ['Larynx cancer', 'Cirrhosis and other chronic liver diseases due to alcohol use'], ['Mesothelioma', 'Nasopharynx cancer'], ['Mesothelioma', 'Leukemia'], ['Mesothelioma', 'Larynx cancer'], ['Larynx cancer', 'Aortic aneurysm'], ['Larynx cancer', 'Asthma'], ['Colon and rectum cancer', 'Bladder cancer'], ['Colon and rectum cancer', 'Multiple myeloma'], ['Colon and rectum cancer', 'Non-Hodgkin lymphoma'], ['Colon and rectum cancer', 'Lip and oral cavity cancer'], ['Colon and rectum cancer', 'Larynx cancer'], ['Colon and rectum cancer', 'Gallbladder and biliary tract cancer'], ['Colon and rectum cancer', 'Nasopharynx cancer'], ['Gallbladder and biliary tract cancer', 'Leukemia'], ['Chronic obstructive pulmonary disease', 'Nasopharynx cancer'], ['Gallbladder and biliary tract cancer', 'Ischemic heart disease'], ['Gallbladder and biliary tract cancer', 'Kidney cancer'], ['Ischemic heart disease', 'Gallbladder and biliary tract cancer'], ['Hypertensive heart disease', 'Tuberculosis'], ['Esophageal cancer', 'Chronic kidney disease'], ['Hypertensive heart disease', 'Stomach cancer'], ['Hypertensive heart disease', 'Thyroid cancer'], ['Chronic obstructive pulmonary disease', 'Pneumoconiosis'], ['Colon and rectum cancer', 'Peripheral artery disease'], ['Gallbladder and biliary tract cancer', 'Hypertensive heart disease'], ['Colon and rectum cancer', 'Uterine cancer'], ['Gallbladder and biliary tract cancer', 'Chronic kidney disease'], ['Hypertensive heart disease', 'Uterine cancer'], ['Gallbladder and biliary tract cancer', 'Cerebrovascular disease'], ['Gallbladder and biliary tract cancer', 'Colon and rectum cancer'], ['Gallbladder and biliary tract cancer', 'Diabetes mellitus'], ['Gallbladder and biliary tract cancer', 'Esophageal cancer'], ['Esophageal cancer', 'Gallbladder and biliary tract cancer'], ['Chronic obstructive pulmonary disease', 'Leukemia'], ['Breast cancer', 'Bladder cancer'], ['Colon and rectum cancer', 'Thyroid cancer'], ['Diabetes mellitus', 'Non-Hodgkin lymphoma'], ['Diabetes mellitus', 'Multiple myeloma'], ['Diabetes mellitus', 'Peripheral artery disease'], ['Diabetes mellitus', 'Gallbladder and biliary tract cancer'], ['Diabetes mellitus', 'Thyroid cancer'], ['Diabetes mellitus', 'Uterine cancer'], ['Diabetes mellitus', 'Bladder cancer'], ['Colon and rectum cancer', 'Tracheal, bronchus, and lung cancer'], ['Cerebrovascular disease', 'Other pharynx cancer'], ['Chronic kidney disease', 'Esophageal cancer'], ['Cerebrovascular disease', 'Multiple myeloma'], ['Gallbladder and biliary tract cancer', 'Thyroid cancer'], ['Gallbladder and biliary tract cancer', 'Uterine cancer'], ['Chronic kidney disease', 'Non-Hodgkin lymphoma'], ['Chronic kidney disease', 'Multiple myeloma'], ['Chronic kidney disease', 'Leukemia'], ['Chronic kidney disease', 'Kidney cancer'], ['Chronic kidney disease', 'Gallbladder and biliary tract cancer'], ['Gallbladder and biliary tract cancer', 'Pancreatic cancer'], ['Hypertensive heart disease', 'Gallbladder and biliary tract cancer'], ['Hypertensive heart disease', 'Lip and oral cavity cancer'], ['Hypertensive heart disease', 'Multiple myeloma'], ['Hypertensive heart disease', 'Nasopharynx cancer'], ['Hypertensive heart disease', 'Non-Hodgkin lymphoma'], ['Chronic kidney disease', 'Asthma'], ['Gallbladder and biliary tract cancer', 'Breast cancer'], ['Uterine cancer', 'Thyroid cancer'], ['Hypertensive heart disease', 'Larynx cancer'], ['Gallbladder and biliary tract cancer', 'Ovarian cancer'], ['Gallbladder and biliary tract cancer', 'Non-Hodgkin lymphoma'], ['Gallbladder and biliary tract cancer', 'Multiple myeloma'], ['Ischemic heart disease', 'Bladder cancer'], ['Cerebrovascular disease', 'Bladder cancer'], ['Breast cancer', 'Uterine cancer'], ['Gallbladder and biliary tract cancer', 'Liver cancer'], ['Breast cancer', 'Thyroid cancer'], ['Breast cancer', 'Peripheral artery disease'], ['Breast cancer', 'Non-Hodgkin lymphoma'], ['Ischemic heart disease', 'Multiple myeloma'], ['Ischemic heart disease', 'Non-Hodgkin lymphoma'], ['Breast cancer', 'Multiple myeloma'], ['Ischemic heart disease', 'Other pharynx cancer'], ['Breast cancer', 'Lip and oral cavity cancer'], ['Breast cancer', 'Gallbladder and biliary tract cancer'], ['Cerebrovascular disease', 'Stomach cancer'], ['Cerebrovascular disease', 'Thyroid cancer'], ['Cerebrovascular disease', 'Uterine cancer'], ['Hypertensive heart disease', 'Ovarian cancer'], ['Cerebrovascular disease', 'Non-Hodgkin lymphoma'], ['Gallbladder and biliary tract cancer', 'Atrial fibrillation and flutter'], ['Bladder cancer', 'Liver cancer'], ['Chronic obstructive pulmonary disease', 'Larynx cancer'], ['Diabetes mellitus', 'Other pharynx cancer'], ['Atrial fibrillation and flutter', 'Larynx cancer'], ['Atrial fibrillation and flutter', 'Ovarian cancer'], ['Leukemia', 'Non-Hodgkin lymphoma'], ['Leukemia', 'Gallbladder and biliary tract cancer'], ['Asthma', 'Ovarian cancer'], ['Asthma', 'Non-Hodgkin lymphoma'], ['Atrial fibrillation and flutter', 'Thyroid cancer'], ['Asthma', 'Multiple myeloma'], ['Leukemia', 'Larynx cancer'], ['Leukemia', 'Multiple myeloma'], ['Leukemia', 'Nasopharynx cancer'], ['Asthma', 'Chronic kidney disease'], ['Kidney cancer', 'Thyroid cancer'], ['Aortic aneurysm', 'Stomach cancer'], ['Leukemia', 'Thyroid cancer'], ['Asthma', 'Gallbladder and biliary tract cancer'], ['Kidney cancer', 'Gallbladder and biliary tract cancer'], ['Bladder cancer', 'Pancreatic cancer'], ['Ischemic heart disease', 'Uterine cancer'], ['Kidney cancer', 'Tracheal, bronchus, and lung cancer'], ['Kidney cancer', 'Larynx cancer'], ['Kidney cancer', 'Nasopharynx cancer'], ['Kidney cancer', 'Multiple myeloma'], ['Ischemic heart disease', 'Thyroid cancer'], ['Atrial fibrillation and flutter', 'Tuberculosis'], ['Bladder cancer', 'Peripheral artery disease'], ['Bladder cancer', 'Diabetes mellitus'], ['Bladder cancer', 'Breast cancer'], ['Kidney cancer', 'Non-Hodgkin lymphoma'], ['Kidney cancer', 'Chronic kidney disease'], ['Bladder cancer', 'Cerebrovascular disease'], ['Bladder cancer', 'Colon and rectum cancer'], ['Kidney cancer', 'Chronic obstructive pulmonary disease'], ['Bladder cancer', 'Ischemic heart disease'], ['Atrial fibrillation and flutter', 'Stomach cancer'], ['Atrial fibrillation and flutter', 'Uterine cancer'], ['Leukemia', 'Tracheal, bronchus, and lung cancer'], ['Gallbladder and biliary tract cancer', 'Asthma'], ['Leukemia', 'Uterine cancer'], ['Lip and oral cavity cancer', 'Breast cancer'], ['Larynx cancer', 'Other pharynx cancer'], ['Larynx cancer', 'Tuberculosis'], ['Bladder cancer', 'Tracheal, bronchus, and lung cancer'], ['Cerebrovascular disease', 'Gallbladder and biliary tract cancer'], ['Ischemic heart disease', 'Stomach cancer'], ['Esophageal cancer', 'Tuberculosis'], ['Chronic obstructive pulmonary disease', 'Kidney cancer'], ['Atrial fibrillation and flutter', 'Gallbladder and biliary tract cancer'], ['Chronic kidney disease', 'Uterine cancer'], ['Esophageal cancer', 'Multiple myeloma'], ['Esophageal cancer', 'Non-Hodgkin lymphoma'], ['Esophageal cancer', 'Other pharynx cancer'], ['Esophageal cancer', 'Ovarian cancer'], ['Esophageal cancer', 'Thyroid cancer'], ['Esophageal cancer', 'Tracheal, bronchus, and lung cancer'], ['Esophageal cancer', 'Uterine cancer'], ['Chronic kidney disease', 'Thyroid cancer'], ['Larynx cancer', 'Liver cancer'], ['Bladder cancer', 'Tuberculosis'], ['Larynx cancer', 'Leukemia'], ['Lip and oral cavity cancer', 'Colon and rectum cancer'], ['Lip and oral cavity cancer', 'Hypertensive heart disease'], ['Asthma', 'Thyroid cancer'], ['Asthma', 'Uterine cancer'], ['Leukemia', 'Chronic obstructive pulmonary disease'], ['Leukemia', 'Chronic kidney disease'], ['Uterine cancer', 'Pancreatic cancer'], ['Kidney cancer', 'Uterine cancer'], ['Larynx cancer', 'Atrial fibrillation and flutter'], ['Atrial fibrillation and flutter', 'Non-Hodgkin lymphoma'], ['Atrial fibrillation and flutter', 'Nasopharynx cancer'], ['Larynx cancer', 'Chronic obstructive pulmonary disease'], ['Larynx cancer', 'Colon and rectum cancer'], ['Atrial fibrillation and flutter', 'Multiple myeloma'], ['Atrial fibrillation and flutter', 'Lip and oral cavity cancer'], ['Larynx cancer', 'Hypertensive heart disease'], ['Larynx cancer', 'Kidney cancer'], ['Lip and oral cavity cancer', 'Atrial fibrillation and flutter'], ['Thyroid cancer', 'Ovarian cancer'], ['Pancreatic cancer', 'Thyroid cancer'], ['Nasopharynx cancer', 'Tuberculosis'], ['Multiple myeloma', 'Liver cancer'], ['Peripheral artery disease', 'Stomach cancer'], ['Multiple myeloma', 'Kidney cancer'], ['Liver cancer', 'Larynx cancer'], ['Liver cancer', 'Multiple myeloma'], ['Liver cancer', 'Nasopharynx cancer'], ['Liver cancer', 'Non-Hodgkin lymphoma'], ['Thyroid cancer', 'Asthma'], ['Uterine cancer', 'Chronic kidney disease'], ['Uterine cancer', 'Breast cancer'], ['Liver cancer', 'Peripheral artery disease'], ['Uterine cancer', 'Atrial fibrillation and flutter'], ['Uterine cancer', 'Asthma'], ['Multiple myeloma', 'Ischemic heart disease'], ['Liver cancer', 'Thyroid cancer'], ['Tuberculosis', 'Peripheral artery disease'], ['Uterine cancer', 'Cerebrovascular disease'], ['Tuberculosis', 'Pancreatic cancer'], ['Thyroid cancer', 'Atrial fibrillation and flutter'], ['Thyroid cancer', 'Cerebrovascular disease'], ['Thyroid cancer', 'Uterine cancer'], ['Other cardiovascular and circulatory diseases', 'Stomach cancer'], ['Thyroid cancer', 'Pancreatic cancer'], ['Pancreatic cancer', 'Tracheal, bronchus, and lung cancer'], ['Thyroid cancer', 'Non-Hodgkin lymphoma'], ['Thyroid cancer', 'Multiple myeloma'], ['Thyroid cancer', 'Liver cancer'], ['Thyroid cancer', 'Breast cancer'], ['Thyroid cancer', 'Leukemia'], ['Thyroid cancer', 'Ischemic heart disease'], ['Thyroid cancer', 'Hypertensive heart disease'], ['Thyroid cancer', 'Gallbladder and biliary tract cancer'], ['Thyroid cancer', 'Esophageal cancer'], ['Thyroid cancer', 'Diabetes mellitus'], ['Thyroid cancer', 'Colon and rectum cancer'], ['Thyroid cancer', 'Chronic kidney disease'], ['Thyroid cancer', 'Kidney cancer'], ['Liver cancer', 'Uterine cancer'], ['Liver cancer', 'Lip and oral cavity cancer'], ['Liver cancer', 'Gallbladder and biliary tract cancer'], ['Multiple myeloma', 'Hypertensive heart disease'], ['Tuberculosis', 'Atrial fibrillation and flutter'], ['Multiple myeloma', 'Gallbladder and biliary tract cancer'], ['Multiple myeloma', 'Esophageal cancer'], ['Multiple myeloma', 'Diabetes mellitus'], ['Tuberculosis', 'Bladder cancer'], ['Multiple myeloma', 'Colon and rectum cancer'], ['Tuberculosis', 'Hypertensive heart disease'], ['Multiple myeloma', 'Chronic kidney disease'], ['Multiple myeloma', 'Breast cancer'], ['Multiple myeloma', 'Atrial fibrillation and flutter'], ['Tuberculosis', 'Esophageal cancer'], ['Multiple myeloma', 'Asthma'], ['Ovarian cancer', 'Hypertensive heart disease'], ['Tuberculosis', 'Larynx cancer'], ['Tracheal, bronchus, and lung cancer', 'Kidney cancer'], ['Multiple myeloma', 'Cerebrovascular disease'], ['Lip and oral cavity cancer', 'Liver cancer'], ['Tuberculosis', 'Tracheal, bronchus, and lung cancer'], ['Tuberculosis', 'Nasopharynx cancer'], ['Tuberculosis', 'Lip and oral cavity cancer'], ['Uterine cancer', 'Colon and rectum cancer'], ['Uterine cancer', 'Ovarian cancer'], ['Lip and oral cavity cancer', 'Other pharynx cancer'], ['Uterine cancer', 'Non-Hodgkin lymphoma'], ['Uterine cancer', 'Multiple myeloma'], ['Uterine cancer', 'Liver cancer'], ['Uterine cancer', 'Leukemia'], ['Uterine cancer', 'Kidney cancer'], ['Uterine cancer', 'Ischemic heart disease'], ['Lip and oral cavity cancer', 'Tracheal, bronchus, and lung cancer'], ['Lip and oral cavity cancer', 'Tuberculosis'], ['Uterine cancer', 'Hypertensive heart disease'], ['Liver cancer', 'Bladder cancer'], ['Uterine cancer', 'Gallbladder and biliary tract cancer'], ['Uterine cancer', 'Esophageal cancer'], ['Uterine cancer', 'Diabetes mellitus'], ['Pancreatic cancer', 'Tuberculosis'], ['Pancreatic cancer', 'Uterine cancer'], ['Liver cancer', 'Tracheal, bronchus, and lung cancer'], ['Peripheral artery disease', 'Bladder cancer'], ['Non-Hodgkin lymphoma', 'Uterine cancer'], ['Peripheral artery disease', 'Liver cancer'], ['Tracheal, bronchus, and lung cancer', 'Leukemia'], ['Peripheral artery disease', 'Colon and rectum cancer'], ['Tracheal, bronchus, and lung cancer', 'Lip and oral cavity cancer'], ['Multiple myeloma', 'Non-Hodgkin lymphoma'], ['Multiple myeloma', 'Ovarian cancer'], ['Multiple myeloma', 'Pancreatic cancer'], ['Multiple myeloma', 'Thyroid cancer'], ['Multiple myeloma', 'Uterine cancer'], ['Tracheal, bronchus, and lung cancer', 'Tuberculosis'], ['Nasopharynx cancer', 'Atrial fibrillation and flutter'], ['Pneumoconiosis', 'Chronic obstructive pulmonary disease'], ['Tracheal, bronchus, and lung cancer', 'Peripheral artery disease'], ['Tracheal, bronchus, and lung cancer', 'Pancreatic cancer'], ['Nasopharynx cancer', 'Chronic obstructive pulmonary disease'], ['Tracheal, bronchus, and lung cancer', 'Ovarian cancer'], ['Tracheal, bronchus, and lung cancer', 'Colon and rectum cancer'], ['Nasopharynx cancer', 'Colon and rectum cancer'], ['Non-Hodgkin lymphoma', 'Thyroid cancer'], ['Tracheal, bronchus, and lung cancer', 'Esophageal cancer'], ['Non-Hodgkin lymphoma', 'Asthma'], ['Pancreatic cancer', 'Peripheral artery disease'], ['Non-Hodgkin lymphoma', 'Atrial fibrillation and flutter'], ['Non-Hodgkin lymphoma', 'Breast cancer'], ['Non-Hodgkin lymphoma', 'Cerebrovascular disease'], ['Non-Hodgkin lymphoma', 'Chronic kidney disease'], ['Non-Hodgkin lymphoma', 'Colon and rectum cancer'], ['Non-Hodgkin lymphoma', 'Diabetes mellitus'], ['Non-Hodgkin lymphoma', 'Esophageal cancer'], ['Non-Hodgkin lymphoma', 'Gallbladder and biliary tract cancer'], ['Non-Hodgkin lymphoma', 'Hypertensive heart disease'], ['Non-Hodgkin lymphoma', 'Ischemic heart disease'], ['Non-Hodgkin lymphoma', 'Kidney cancer'], ['Non-Hodgkin lymphoma', 'Leukemia'], ['Non-Hodgkin lymphoma', 'Liver cancer'], ['Non-Hodgkin lymphoma', 'Multiple myeloma'], ['Non-Hodgkin lymphoma', 'Ovarian cancer'], ['Non-Hodgkin lymphoma', 'Pancreatic cancer'], ['Nasopharynx cancer', 'Hypertensive heart disease'], ['Tracheal, bronchus, and lung cancer', 'Bladder cancer'], ['Peripheral artery disease', 'Tuberculosis'], ['Other pharynx cancer', 'Diabetes mellitus'], ['Other pharynx cancer', 'Esophageal cancer'], ['Ovarian cancer', 'Tracheal, bronchus, and lung cancer'], ['Other pharynx cancer', 'Ischemic heart disease'], ['Other pharynx cancer', 'Larynx cancer'], ['Other pharynx cancer', 'Lip and oral cavity cancer'], ['Ovarian cancer', 'Thyroid cancer'], ['Ovarian cancer', 'Uterine cancer'], ['Other pharynx cancer', 'Nasopharynx cancer'], ['Stomach cancer', 'Hypertensive heart disease'], ['Ovarian cancer', 'Asthma'], ['Ovarian cancer', 'Non-Hodgkin lymphoma'], ['Ovarian cancer', 'Atrial fibrillation and flutter'], ['Ovarian cancer', 'Multiple myeloma'], ['Ovarian cancer', 'Esophageal cancer'], ['Pancreatic cancer', 'Non-Hodgkin lymphoma'], ['Stomach cancer', 'Ischemic heart disease'], ['Other pharynx cancer', 'Cerebrovascular disease'], ['Stomach cancer', 'Aortic aneurysm'], ['Stomach cancer', 'Other cardiovascular and circulatory diseases'], ['Stomach cancer', 'Cerebrovascular disease'], ['Nasopharynx cancer', 'Kidney cancer'], ['Ovarian cancer', 'Gallbladder and biliary tract cancer'], ['Nasopharynx cancer', 'Leukemia'], ['Nasopharynx cancer', 'Liver cancer'], ['Peripheral artery disease', 'Pancreatic cancer'], ['Nasopharynx cancer', 'Other pharynx cancer'], ['Tracheal, bronchus, and lung cancer', 'Liver cancer'], ['Peripheral artery disease', 'Tracheal, bronchus, and lung cancer'], ['Peripheral artery disease', 'Breast cancer'], ['Multiple myeloma', 'Leukemia'], ['Pancreatic cancer', 'Multiple myeloma'], ['Stomach cancer', 'Peripheral artery disease'], ['Stomach cancer', 'Atrial fibrillation and flutter'], ['Pancreatic cancer', 'Gallbladder and biliary tract cancer'], ['Peripheral artery disease', 'Diabetes mellitus'], ['Pancreatic cancer', 'Bladder cancer'], ['Larynx cancer', 'Tracheal, bronchus, and lung cancer'], ['Hypertensive heart disease', 'Pancreatic cancer'], ['Kidney cancer', 'Ovarian cancer'], ['Kidney cancer', 'Pancreatic cancer'], ['Esophageal cancer', 'Lip and oral cavity cancer'], ['Larynx cancer', 'Lip and oral cavity cancer'], ['Esophageal cancer', 'Leukemia'], ['Esophageal cancer', 'Nasopharynx cancer'], ['Esophageal cancer', 'Kidney cancer'], ['Ischemic heart disease', 'Rheumatic heart disease'], ['Larynx cancer', 'Breast cancer'], ['Ischemic heart disease', 'Endocarditis'], ['Hypertensive heart disease', 'Asthma'], ['Larynx cancer', 'Esophageal cancer'], ['Leukemia', 'Asthma'], ['Nasopharynx cancer', 'Lip and oral cavity cancer'], ['Esophageal cancer', 'Larynx cancer'], ['Leukemia', 'Atrial fibrillation and flutter'], ['Esophageal cancer', 'Asthma'], ['Endocarditis', 'Other cardiovascular and circulatory diseases'], ['Hypertensive heart disease', 'Rheumatic heart disease'], ['Cerebrovascular disease', 'Endocarditis'], ['Cerebrovascular disease', 'Lip and oral cavity cancer'], ['Chronic kidney disease', 'Other cardiovascular and circulatory diseases'], ['Lip and oral cavity cancer', 'Nasopharynx cancer'], ['Ischemic heart disease', 'Tuberculosis'], ['Ovarian cancer', 'Chronic kidney disease'], ['Other cardiovascular and circulatory diseases', 'Cardiomyopathy and myocarditis'], ['Kidney cancer', 'Hypertensive heart disease'], ['Kidney cancer', 'Esophageal cancer'], ['Ischemic heart disease', 'Asthma'], ['Endocarditis', 'Rheumatic heart disease'], ['Endocarditis', 'Peripheral artery disease'], ['Liver cancer', 'Ovarian cancer'], ['Kidney cancer', 'Colon and rectum cancer'], ['Nasopharynx cancer', 'Esophageal cancer'], ['Ovarian cancer', 'Kidney cancer'], ['Ovarian cancer', 'Leukemia'], ['Liver cancer', 'Tuberculosis'], ['Endocarditis', 'Ischemic heart disease'], ['Ovarian cancer', 'Liver cancer'], ['Leukemia', 'Esophageal cancer'], ['Endocarditis', 'Hypertensive heart disease'], ['Endocarditis', 'Chronic kidney disease'], ['Endocarditis', 'Cerebrovascular disease'], ['Ovarian cancer', 'Pancreatic cancer'], ['Endocarditis', 'Cardiomyopathy and myocarditis'], ['Liver cancer', 'Leukemia'], ['Leukemia', 'Hypertensive heart disease'], ['Liver cancer', 'Kidney cancer'], ['Endocarditis', 'Atrial fibrillation and flutter'], ['Endocarditis', 'Aortic aneurysm'], ['Ischemic heart disease', 'Lip and oral cavity cancer'], ['Other cardiovascular and circulatory diseases', 'Chronic kidney disease'], ['Kidney cancer', 'Atrial fibrillation and flutter'], ['Nasopharynx cancer', 'Breast cancer'], ['Atrial fibrillation and flutter', 'Kidney cancer'], ['Esophageal cancer', 'Pancreatic cancer'], ['Diabetes mellitus', 'Tuberculosis'], ['Leukemia', 'Liver cancer'], ['Liver cancer', 'Chronic kidney disease'], ['Kidney cancer', 'Asthma'], ['Leukemia', 'Colon and rectum cancer'], ['Other cardiovascular and circulatory diseases', 'Rheumatic heart disease'], ['Pancreatic cancer', 'Asthma'], ['Leukemia', 'Pancreatic cancer'], ['Hypertensive heart disease', 'Endocarditis'], ['Liver cancer', 'Asthma'], ['Pancreatic cancer', 'Atrial fibrillation and flutter'], ['Lip and oral cavity cancer', 'Cerebrovascular disease'], ['Kidney cancer', 'Liver cancer'], ['Nasopharynx cancer', 'Tracheal, bronchus, and lung cancer'], ['Other cardiovascular and circulatory diseases', 'Endocarditis'], ['Pancreatic cancer', 'Esophageal cancer'], ['Lip and oral cavity cancer', 'Diabetes mellitus'], ['Lip and oral cavity cancer', 'Esophageal cancer'], ['Pancreatic cancer', 'Chronic kidney disease'], ['Hypertensive heart disease', 'Kidney cancer'], ['Lip and oral cavity cancer', 'Ischemic heart disease'], ['Hypertensive heart disease', 'Leukemia'], ['Leukemia', 'Ovarian cancer'], ['Cerebrovascular disease', 'Asthma'], ['Ovarian cancer', 'Colon and rectum cancer'], ['Tuberculosis', 'Breast cancer'], ['Colon and rectum cancer', 'Tuberculosis'], ['Peripheral artery disease', 'Endocarditis'], ['Breast cancer', 'Chronic kidney disease'], ['Aortic aneurysm', 'Rheumatic heart disease'], ['Diabetes mellitus', 'Chronic kidney disease'], ['Diabetes mellitus', 'Chronic obstructive pulmonary disease'], ['Breast cancer', 'Larynx cancer'], ['Asthma', 'Kidney cancer'], ['Colon and rectum cancer', 'Ovarian cancer'], ['Aortic aneurysm', 'Endocarditis'], ['Asthma', 'Atrial fibrillation and flutter'], ['Asthma', 'Breast cancer'], ['Pancreatic cancer', 'Ovarian cancer'], ['Asthma', 'Cerebrovascular disease'], ['Colon and rectum cancer', 'Leukemia'], ['Colon and rectum cancer', 'Kidney cancer'], ['Chronic kidney disease', 'Rheumatic heart disease'], ['Breast cancer', 'Chronic obstructive pulmonary disease'], ['Atrial fibrillation and flutter', 'Pancreatic cancer'], ['Diabetes mellitus', 'Asthma'], ['Aortic aneurysm', 'Chronic kidney disease'], ['Cardiomyopathy and myocarditis', 'Rheumatic heart disease'], ['Aortic aneurysm', 'Cardiomyopathy and myocarditis'], ['Colon and rectum cancer', 'Chronic kidney disease'], ['Diabetes mellitus', 'Lip and oral cavity cancer'], ['Colon and rectum cancer', 'Asthma'], ['Asthma', 'Diabetes mellitus'], ['Breast cancer', 'Nasopharynx cancer'], ['Breast cancer', 'Asthma'], ['Chronic obstructive pulmonary disease', 'Breast cancer'], ['Asthma', 'Esophageal cancer'], ['Asthma', 'Colon and rectum cancer'], ['Pancreatic cancer', 'Kidney cancer'], ['Lip and oral cavity cancer', 'Larynx cancer'], ['Chronic obstructive pulmonary disease', 'Diabetes mellitus'], ['Pancreatic cancer', 'Leukemia'], ['Asthma', 'Ischemic heart disease'], ['Peripheral artery disease', 'Cardiomyopathy and myocarditis'], ['Peripheral artery disease', 'Rheumatic heart disease'], ['Asthma', 'Leukemia'], ['Asthma', 'Hypertensive heart disease'], ['Chronic kidney disease', 'Endocarditis'], ['Pancreatic cancer', 'Hypertensive heart disease'], ['Chronic kidney disease', 'Ovarian cancer'], ['Asthma', 'Liver cancer'], ['Breast cancer', 'Tuberculosis'], ['Asthma', 'Pancreatic cancer'], ['Cardiomyopathy and myocarditis', 'Aortic aneurysm'], ['Tuberculosis', 'Liver cancer'], ['Cardiomyopathy and myocarditis', 'Chronic kidney disease'], ['Cardiomyopathy and myocarditis', 'Endocarditis'], ['Atrial fibrillation and flutter', 'Asthma'], ['Tuberculosis', 'Ischemic heart disease'], ['Tuberculosis', 'Diabetes mellitus'], ['Tuberculosis', 'Colon and rectum cancer'], ['Tuberculosis', 'Cerebrovascular disease'], ['Atrial fibrillation and flutter', 'Endocarditis'], ['Cardiomyopathy and myocarditis', 'Peripheral artery disease'], ['Tracheal, bronchus, and lung cancer', 'Larynx cancer'], ['Atrial fibrillation and flutter', 'Leukemia'], ['Chronic kidney disease', 'Pancreatic cancer'], ['Cardiomyopathy and myocarditis', 'Other cardiovascular and circulatory diseases'], ['Chronic kidney disease', 'Aortic aneurysm'], ...]
In [142]:
len(values) == len(c)
Out[142]:
True
In [143]:
# Get current size
fig_size = plt.rcParams["figure.figsize"]
# Set figure width to 12 and height to 9
fig_size[0] = 50
fig_size[1] = 50
plt.rcParams["figure.figsize"] = fig_size
G = nx.Graph()
#start = 0
#end = c[i]-1
#for i in range(len(values)):
# G.add_edges_from(g_match[start:end+c[i]], weight=values[i])
# start = start + c[i] + 1
G.add_edges_from(g_match[0:528], weight=1)
G.add_edges_from(g_match[529:852], weight=2)
G.add_edges_from(g_match[853:1018], weight=3)
G.add_edges_from(g_match[1019:1132], weight=4)
G.add_edges_from(g_match[1133:1162], weight=5)
G.add_edges_from(g_match[1163:1170], weight=6)
G.add_edges_from(g_match[1171:1188], weight=7)
G.add_edges_from(g_match[1189:1198], weight=8)
G.add_edges_from(g_match[1199:1200], weight=10)
G.add_edges_from(g_match[1201:1202], weight=12)
G.add_edges_from(g_match[1203:1204], weight=18)
[529, 324, 166, 114, 30, 8, 18, 10, 2, 2, 2]
[1,2,3,4,5,6,7,8,10,12,18]
edge_labels=dict([((u,v,),d['weight'])
for u,v,d in G.edges(data=True)])
pos=nx.spring_layout(G)
nx.draw_networkx_edge_labels(G,pos,edge_labels=edge_labels)
node_labels = {node:node for node in G.nodes()};
nx.draw_networkx_labels(G, pos, labels=node_labels)
nx.draw(G,pos, node_size=1500)
plt.show()
In [144]:
from networkx.algorithms.approximation import clique
print(clique.max_clique(G))
set(['Mesothelioma', 'Pneumoconiosis'])
In [145]:
In [ ]: